{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aa3fb12c-277e-433f-b812-7403818e24ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# Set the environment variable to avoid memory leak warning\n",
    "os.environ[\"OMP_NUM_THREADS\"] = \"2\"\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "import time\n",
    "\n",
    "import cv2\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "color_list = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray', 'tab:olive', 'tab:cyan']\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bc40e141-2018-4f6f-8a69-1dd1cbb69063",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate 1-D data\n",
    "np.random.seed(45)\n",
    "x = np.random.rand(200)\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "ax.scatter(x, x, edgecolor='black', facecolor='white', linewidth=2, s=7**2)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "\n",
    "# plt.savefig('1D_data_base.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5db6b82c-8533-48e6-a990-4a493c05f4fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XV6o1LW/atGnYvHkzSkpKkJiYWGldqXZUy9/fH08++aTF8ZD1OLJFTlFWVgYACAgIkIbuK/vo1auXyXN5e3ubfZ+bN29izJgxKC4uRu/evZGUlISCggLk5eUhMzMTGRkZWLdunT2+RAOW/o/W1Udwzp49i7i4OKSnp6NZs2ZITExE3bp17fJejRo1kkbz9G9ecDf6o8AVLW2kv0//Nc5w+PBh6Xtu7xEP7ej10aNHbXreadOmYcGCBQCADz/8EJMmTbLp+fWFhIRICZE9rnFISAgUCgUAoHHjxvD39zd5XPPmzaXH5mYCtEpKSvD9998DEG+ECg0NtTgesh6TLXIK7R/owsJCnDt3zm7vk5CQAJVKhdDQUPzyyy/o2bMnAgICDI7JyMiw2/trR91MrVWmTzuFWbt2bbvFUl3aRCstLQ1RUVFITEyUas3swcfHBw888AAAsfbNHiOPjtC8eXOp7vHkyZNmj9Puq1u3rtNr1LSjWkFBQRg5cqRd36tPnz4AgBs3btisbvK1117Dhx9+CACYP3++2XpHW9ImjZZcY/3jLaW9g9JW/3H7+eefkZWVBYBTiI7AZItsTvuHRajgFuT77rtP+sdg9erVdotFm+RER0ebLVzduXOn2ddb8rVUpGPHjgDEZOrs2bMmjykrK0NiYiIAoFOnTlV6H3s7e/YsevXqJSVaSUlJDhl9mThxIgAgLy8PCxcutPh1+jUuzhYYGCjVFW7dutXkMYIgYNu2bQCAfv36OSw2UwoLC7Fq1SoAwIgRI6p184klnn32Wel3U3sjgiXMXeOpU6fio48+AiAmWq+99pptAq1E3759AQB79+41O5Wovf6NGjVCdHS0VefX/lxcvHhRqqUr79SpU9Lje+65p8LzaacQmzZtip49e1oVC1mPyRbZnHa4Ozc31+wxderUke6i+/DDD80mIlpVLf5WKpUAxGTB1D9QR48elf6wmGLJ11KRvn37Ijw8HID5uxG/+uorqYZt1KhRVXofe9ImWtqpQ0clWgAwcOBA6Y/MW2+9hfXr11f6mq+//hpLly61d2hWGT16NACxH5q2IFnfunXrcOHCBQC6O3CdZcOGDdLPuyNGPCIiIvDmm28CEHtuTZkypdKE648//jBZtzR16lRp6vCjjz5yWKIFiHdsent7Iz8/X6oT03fp0iXpP5ZPP/10lc7v6+sLtVqNTz75xOQx2tG8wMBAacTQlH///Vf6T+Zzzz3n8uULNYIj+0yQ67BmuR5ztMeU71OUmpoq7VuzZo3Z158/f15aVLV27drC8uXLhdzcXGn/jRs3hA0bNgjDhg0T+vXrZ/Da8sv1mHP27Fmpe/ejjz4qdbwvLi4W1qxZI9SuXVuKwdTXu2PHDgF3Otv/8ccfZt+nog7yn3/+uXT+8ePHCxkZGYIgiJ3FP/vsM8HX11cAIIwYMcLotZb0+arsemn3VaXPVmpqqlC/fn0BgBAdHS2kpaVZfY6ePXta1HfNnKysLGndNplMJsTHxwu///67UFJSIh2TlpYmfPvtt0L79u0FwHgh6rKyMuHGjRvSx+HDh6Xvy6ZNmwz2meonVZ0+W4Igrl2oXYj6rrvuktY/LCsrE9auXSutumBuIWpL3l//a7hx44ZBPyf97ZV1CNderxYtWlj89VX3+6PRaIQRI0ZI5+jWrZuwceNGgwWbVSqV8MsvvwjDhg0TZDKZ0ULU06ZNk16/cOFCq2Oobgd5QdCtAuDn5ycsWbJE6nd16NAhoUWLFgLurBCg/++cNe8/depUAYAgl8uFxYsXS+sj3rhxQ3jllVek18+ZM6fCOLXXy8fHp0q/02Q9Jlseyp7JliAIQp8+faT9ISEhQqNGjYRGjRoZ/RE8fPiw0LhxY+lYmUwmhIaGSsvvaD/KN+y0NNkSBEF4/fXXDc6lVCqlBOeee+4RfvjhB7Nfr1qtFqKjo6X9oaGh0teiv+SHtcv1hIaGGix9FBcXV+lyPebYM9l69tlnpdcrFAqjJYvKf5hS3WRLEAQhLy9PeOKJJwyaN2q/j/7+/gbXt3nz5kbNGS1Z67KiP3TVTSa0Mej/rAcGBhrE3q5dO7OLflvy/pZ+feaa4wqCmFxrv8fWJCy2+P5oNBph7ty50mLN+v9+6C/hBUAICwsT/ve//0mvvXz5srTP1DJhlS0bJgi2SbaKioqE/v37S+fx9fU1iD08PNxs41BL3r+0tFR44oknpON8fHyEsLAwg9+L5557rsJ1I8vKyoRGjRoJgNgAlRyD04hkF+vXr8fkyZPRrFkzqNVqXL58GZcvXzaajmvXrh1OnTqFRYsW4cEHH0RERATy8/Oh0WgQFRWF+Ph4rF69WmqAWhXvv/8+/ve//6Fz584ICAiAWq1G06ZNMWPGDBw5cqTCKTEfHx/s2rULY8eORePGjXH79m3pa7l165bFMSxcuBC7d+/GY489hsjISNy6dQshISGIi4vDN998gx07drjE7f7l6dfFaJdRqujDFO0dWF27dq1yHAqFAmvWrMGRI0cwdepUdOzYUfpZ8fX1RfPmzTF69Gj8+uuvOHHihEs2Z2zcuDGOHz+OWbNmoWXLlpDJZPD19UWHDh3w0Ucf4cCBA06/I+ybb76BIAjw8/OzaqpLe40bNmxY5SlmmUyGWbNm4cKFC3jvvffQu3dv1K9fHyUlJSgtLUWjRo0wdOhQLFu2DJcuXTKIr3wfqsp+Tq353bWGXC7Hb7/9hqVLl6J79+4ICgqCWq1GVFQUJk+ejOTk5Gr9bHp7e2PNmjVYt24d+vfvj9DQUOTn56NOnToYPHgwtmzZguXLl5tsRK21c+dO6U5FFsY7jkwQqlj5S0RUiatXr6Jhw4bw9vZGcnKy1UXB5B6aNm2K8+fPY9myZXj++eedHQ6Ry+HIFhHZze7duwGIBeJMtGqmK1eu4Pz582jWrJnVy9wQeQomW0RkN4mJiZDL5Zg9e7azQyE70SbUb731VoUNhok8GacRiYiIiOyII1tEREREdsRki4iIiMiOmGwRERER2ZGPswOwFY1Gg7S0NISEhHDpASIiIrIrQRCQn5+P+vXrV9jbDKhByVZaWhoaNmzo7DCIiIjIg1y5cgUNGjSo8Jgak2xpu29fuXJFWjyYHKv3R0m4nl+MOiFy7J7ay9nhEJEjfd4RuJUBBNcFXj7k7GiI7E6lUqFhw4YWrf5RY5It7dShQqFgsuUkPv5B8Crxho+/P68Bkafx9wbUMvEzf//Jg1hSusQCeSIiIiI7YrJFREREZEdMtoiIiIjsiMkWERERkR0x2SIiIiKyIyZbRERERHZUY1o/kPON7XEP8otKEeLPHysij9NtIlCcD8gr7zlE5GlkgiAIzg7CFlQqFZRKJfLy8tjjiYiIiOzKmryD04hEREREdsRki4iIiMiOWFxDNnOruBSCIEAmkyFYzh8tIo9SnA8IAiCTsW6LqByrR7a+//57jB8/Hh07doRcLodMJsO3335r9RtrNBosWrQIrVu3RkBAAGrXro0nnngCqampVp+LXMODC/ag1ZzteHDBHmeHQkSOtqgz8H5D8TMRGbA62XrzzTfx9ddf4/Lly6hXr16V3/jFF1/Eyy+/jLKyMrz88ssYOHAgNm/ejE6dOuHUqVNVPi8RERGRK7E62Vq2bBkuXbqEGzdu4MUXX6zSmyYmJmLp0qXo0aMHDh8+jPnz52PlypXYsmULVCoV/vOf/1TpvERERESuxupk68EHH0SjRo2q9aZLly4FALzzzjuQy+XS9j59+qB///74/fffcfbs2Wq9BxEREZErcMrdiElJSQgKCsL9999vtK9///4AgD17WPdDRERE7s/ht4zdvn0b6enpaNmyJby9vY32R0VFAUClhfLFxcUoLi6WnqtUKtsGSkRERO4lLw1YNwZI+wfQlIl3x/rXAnpMBTo9B/gGOCUsh49s5eXlAQCUSqXJ/dourNrjzJk3bx6USqX00bBhQ9sGSkRERO5j9ZPAx82Bq38BmlIAAiBogMJsYPsM4P27gZQEp4Tmtk1Np0+fjry8POnjypUrzg6JiIiInGF5XyDl14qPKSsBVo9ySsLl8GlE7YiWuZEr7XSguZEvLblcblBcT0RERB7o4DfAlb8Nt0X1A3pMASJjgcxkYO8CIHW7uO/nCUCT0w6dUnT4yFZQUBDq1auHixcvoqyszGi/tlZLW7tFREREZNLJTcCWyYbbovoBo9YAd3cVVzO4u6v4PKqfuL8wB0j+yaFhOmVNlZ49e2L16tX4448/8MADDxjs27Ztm3QMuZelz3RESZkGft5uOztNRFU1ahVQpga8fZ0dCXmKlARg/Wjj7T2mAF7l/g55eQHdX9WNbp35DWgbb/8YtW9vz5NnZWUhJSUFWVlZBttfeOEFAGI3+pKSEmn7rl27sG3bNjzwwANo1qyZPUMjO2jVQIkOjULRqkHFU8BEVAPVbwc07Cx+JrK3gmxgnYlECxCnDk2p21L3uCjX5iFVxOqRrWXLlmHfvn0AgBMnTkjbkpKSAABDhw7F0KFDAQCLFi3C3LlzMXv2bMyZM0c6R1xcHMaOHYtly5ahXbt2ePjhh5GZmYk1a9ZAoVDgiy++qN5XRURERDVT8iZg4zix4N2UzGRx6rC8jJO6x/617BGZWVYnW/v27cPKlSsNtv3xxx/4448/AACNGzeWkq2KfPXVV2jdujW++uorfPbZZwgODsYjjzyCd999l6NaREREZGzXW2Kxe0X2LhBrtPSnEjUaYN9C3fPoAfaJzwyZIAiCQ9/RTlQqFZRKJfLy8qReXeRYu05nokitgb+vF/o0j3R2OETkSGe2AqWFgE8AEP2Qs6OhmujYWuCncbrn+nccXjsMfP8YoFHr9nV/VZw6zDgpJlraei1vP+CNf6t9N6I1eYdTCuSpZvrvTyeRoSpCXYU/ky0iT/PrZCA/DQipz2SLbC95k3GipT96dW9P4PFvgTVPis9Tt+uSq/IGL3J4J3neNkZERESuKyVBXIJHn6k7DpsPAvrMrvhcLYYAbUbYNDxLMNkiIiIi11SQDWwcC6BcxZO5Ow47641+eZVrQ9JlAvDE/2wanqWYbBEREZHrObkJWBANlNwWnwfX0e3LTDb9Gv07DrX1WwAweDEwYJ7NQ7QUky0iIiJyLbveEhuW6rd3aPe07vHeBeIdhvrK33Go1WMK0P4p+8RpISZbRERE5DqSN5lu79DlRSAgTHycuh34cQRweT9QnC9+/nGEYVG8byAwfCXQZ5ZDwq4I70YkIiIi16AuFBeK1gquA9y6Lj7OvgAMWSzecShoKr7jsNNYoN87Dr/r0ByObBEREZFrOLlRV6MV1Q/orXd34d4FQLOHgBE/AIHh5s/RYwrw8AKXSbQAJltERETkKs5u1T3uMQVo9Zjx1GFAKDDhANB9imHRPAAMW+oS04blcRqRbCZQ7o1guQ8C5d7ODoWIHM0vCPALET8TVZX+AtGRseLolEVThzKxqWnsUMfEaSUmW2Qzu6f0cnYIROQsLx9ydgRUE+gvEK1dUDpmoDh1uPkloOCm8Wv8goFHl4rHuShOIxIREZFraKa31JN+e4eYgcDkZGDIEsOpQ28/YNIJl060ACZbRERE5CpaPmq+vUPaUeDUJt3diYBYoxUY5oxIrcJpRCIiInINFtdoQSygbznUoeFVFZMtspn3Ek4jr0ANZaAvZgxs7uxwiMiRtr8JFOYCAbXE/kZEVWVJjdaQxS5bDG8Kky2ymc1H05ChKkJdhT+TLSJPc2IDkJ8GhNRnskWmqQvFPlpnt4p3HfrXEmu0Wj5q3BMrZiDQJBlI/gk485vu+OgBQOwwl+qhZQkmW0RERGRfKQnAzxOBwmzD7ac3i6OiQxYbF7n7BgBt48UPN8cCeSIiIrKfk5uA1aOMEy2twmxgTbyYkNVQTLaIiIjIPpI3AetHm94nVwD12oqPBQH46QVxqrEGYrJFREREtpeSAKwbY35/sQrIOK5LuIrzgeNrHBGZwzHZIiIiItvKSwPWjQYgiM+D64itGqamAs9tExeZBsT2DtkXda/751tHR+oQTLaIiIjIdnbMAj5uDpSV6Lbdui52hF/cBSjIBkat0SVcxXm643KvODZWB2GyRURERLax9hngj0/N7y/MFhuWnt0KdH/VcXE5GZMtIiIiqr5ja4FTP+ueR/UTpwynXzWeOtz8EhDexPgcygaOidXB2GeLbCYupg7yCkugDPBzdihE5GjN+gGFOUBAqLMjIWcoyAY2vah7HtVPnCr0ujOmc3dX8fmPI8TldwpuAge+ND5Px2cdE6+DyQRBEJwdhC2oVCoolUrk5eVBoVA4OxwiIiLPcHIT8NM4wxqt57aJCVZ5l/cDKx4SHwfXMVxU2i8EeC3VbbrDW5N3cGSLiIiIqmbXW2Lhe3mRsaaPr9tS91g/0QKAR792m0TLWqzZIiIiIuslbzKdaAFAZrLp7Rknjbf5BQMjfzRerqcGYbJFRERE1lEXAj9P0D0PrmO4f+8CQKMx3KbRAPsW6p7LZECXF4HXztXoRAvgNCLZ0COf78ON/GLUDpHjl5e7OzscInKkr3qK00LBdYDxe5wdDdnbyY1AyW3xcVQ/oPkQYPNE3f7U7WIxfPdXxanDjJNiopW6XXfMpFOAsr5j43YSJltkMzfyi5GhKnJ2GETkDLeuA/lpzo6CHOXsVt3jHlOAem2AHTMNF5tO3W6YXOm7/xWPSbQATiMSERGRtYpydY8jY8XC9iGLAZkFaUWLIUDft+wWmiviyBYRERFVTF0oTh2e3SomWlmpun2ZyWKbh5iBwIgfxIalBTeNzyHzAYZ+AbR5wmFhuwomW0RERGTeyU1iMbz6tun9v70OjEsUG5jGDASaJIuJ2a45uvYO3n7AlDNAYJijonYpnEYkIiIi03a9BawfbT7RAoD0o8DSOLFhaXE+kHYUOLXJsI/WsKUem2gBHNkiIiIiUyrqo1Ve+lFdZ/jyekwBWg61UVDuickWERERGSrfRyuqn5g0RcaKNVp7F5i/01DLL1gsmo8datdQ3QGTLSIiIjJUvo9WRYtKa4XUAyKiAP9aQPQAIHZYjV1+x1pMtoiIiMhQ+T5aXuVKvL28xIal+slWRBQw+hfHxOdmmGyRzUwfGIPCkjIE+Hk7OxQicrS+bwHqAsA30NmRkC2U76Nliv6i0oA4okUmMdkimxnS9i5nh0BEztL6cWdHQLaknzhp+2iVV35R6egBdg3JnbH1AxERERlqpndnoSWLSvsFiTVaZBKTLSIiIjLU8lEg4E5fLO2i0to+Wpf3GxfHD17CYvgKcBqRbOb8jVso0wjw9pKhSe1gZ4dDRI6UlQpoSgEvH7FQmlxfQTawYxZwbqfY6sE3AGj6oFh/Fxgmtm1Y8yQgaCpeVJp9tColEwRBcHYQtqBSqaBUKpGXlweFQuHscDxS1/d2IUNVhLoKfxyY0cfZ4RCRIy1oDuSnASH1gSmnnR0NVWbXW8DehQBMpQAyoMerQJ9ZQEqC+bUOPbyPljV5B0e2iIiIPMmutyrpDC/o9veZJa51mPwTcOY38S5F9tGyGpMtIiIiT5GXZphoVdQZfu9CoNtL4pRi23jxg6qEBfJERESe4OQm4BO93ljazvB3dwXkIbrO8FH97hwgADtnOyPSGofJFhERUU3323Rg/WhAKNNtq9sKKCs2PE7bGV4rdYdj4qvhmGwRERHVZKtGAn8tMd6+dwGwsIVYBK9PvzO8utC+sXkIJltEREQ11eqngLO/md9fmC22d9BPuPQ7w7MA3iaYbBEREdVEh78HUvQWho7qBzy3DZh+Vfysrc0SNGJ7B3WhcWf4qL6OjbmG4t2IRERENU3yJmDzRN1zbTG8150xFm0xvLYTfMFNYM+HQOYJvealMuDBuY6OvEbiyBYREVFNkpIArBtjuK3HFF2ipVW+GH7fAsMu8T1eFds+ULVxZItsZvNL96NMEOAtkzk7FCJytBcSAU0Z4OXt7Eg8m7oQ+HkijDrDR8aaPl6/GF5fjyliQ1OyCSZbZDN1FP7ODoGInCWkrrMjIAA4uVEsegcAb7mutUNmsjh1WJ5+MTwAyHyASScAZX37xulhOI1IRERUU5zdqnvcpJfu8d4FYvG7vvLF8ADw2HImWnbAZIuIiKimKMrVPR7wEYA7ZR2p28Vi+Mv7geJ88bO2OF6rywSg5VAHBus5OI1INrPqr39RUFKKQD8fxHe529nhEJEjHVoBlNwG/IKAjs86OxrP5V9L9zg/TSxy166FmLrdMLnS12wAMGCe3cPzVEy2yGY+25WKDFUR6ir8mWwReZo988U/7iH1mWw5SkE2sGMWcG6nWBjvGwCE3qPbv3eB2N4BEBeVLl80rxXzCDDye7uH68mYbBEREbmbXW8ZJ1BFuUB+uu65duqw+6tA+zFAwmvAhUTD9RAHLwbaP+WgoD0Xky0iIiJ3sust3dRgZcxOHcqAx78FYofaMDAyh8kWERGRuyjIvjOidUdUP7EnVmSs2N5h7wLzdVlageHA4EVAzED7xkoSJltERETuYscsSFOHlS3BAwCN7heTq6JcsXg+egAQO4wLTDsYky0iIiJ3cW6n7nFFS/Bok63sC8CzCY6Lj0xiny0iIiJ3oS7UPbZkCR7948lpOLJFRETkitSF4vI7Z7fqpgH17z60ZAkeThe6BCZbREREriYlQVxQWrvOoSnaPlr6U4nll+CJ6mu/GMliTLbIZu6JCEKIvw8iguXODoWIHC28CeCvAIJqOzsS95e8CVg3BmabkGrp99Gq21Ic0dq3UO9uRBnw4Fz7xkoWkQmCUMnVdA8qlQpKpRJ5eXlQKBTODoeIiMh6JzcB60frnleltYNWjylAn1l2CZOsyztYIE9EROQKUhKME61Ra8S6LHmIrrVDVL9KTiRjouViOI1IRETkbOpCsUZLnyWtHQLDAW8/3dqIUX3FqcPAMMfETRZhskVERORsJzcaF8Nb0toBMmBKit3CIttgskU288rqI8i+XYKwID98OrKds8MhIkfaMBYouCmOtDy2zNnRuJ+zW423WdLagdwCky2ymb8uZCNDVYS6Cn9nh0JEjnbpDyA/DQip7+xI3Iu2l9blP433WdLaQdnA/jFStTHZIiIicobKemlV2toBQMdnHRMrVQuTLSIiIkc7uQlYPwYW9dIy1+rBLwRoPcLGgZE9sPUDERGRIyVvMp9oyRVA6D0WnEQGPPo1l+NxE0y2iIiIHKWy7vDFKiD3csUJl18wMHIVEDPQDgGSPXAakYiIyBHKTx2a6w4vaIACE3Vc3n5Ax+eAB+dwRMvNMNkiIiKyt5QE40RL/05DbXf4H0eICVdxnu61gRFAv7eB2GFMstwUpxGJiIjsSeoOrzd1WFF3+PIa3Qe0jWei5caYbBEREdmLuhBIeK2K3eHviB5g+7jIoTiNSDYzsnND5BeVIsSfP1ZEHqfDaKBIBfgrnB2J66ioj5al3eEDw8XpQ3Jr/KtINjPpwWbODoGInKXXG86OwLVU1kfLku7wkAGDF3H6sAbgNCIREZEtVdRHCzLxk7Y7/OX9QHG++FlbHK89bvi3bO9QQ3Bki4iIyFZSEiruo6W/3Wx3eBnw+LdA7FBbR0dOUqWRrYMHD2LgwIEIDQ1FUFAQOnfujFWrVll1jtzcXMyaNQutW7dGSEgIIiIi0KlTJyxatAhFRUVVCYuIiMh5yt91GNUPeG4bMP2q+Dmqn97BMjMnYaJVE8kEQahkYSZDSUlJ6N+/P/z8/DBy5EgolUps3LgRFy9exLvvvosZM2ZUeo7c3Fx06NABFy5cQPfu3dGlSxcUFxfjt99+w/nz59G7d2/s2LEDXuVvi62ASqWCUqlEXl4eFAoWaDpD1/d2IUNVhLoKfxyY0cfZ4RCRIy1oDuSnASH1gSmnnR2Ncxz5Afh5gvi4fB8tQKzJMpgqLO/O1GHLoXYOlGzBmrzDqmnE0tJSjB07FjKZDL///jvatWsHAJg9eza6deuG2bNn4/HHH0dUVFSF5/n6669x4cIFTJ48GQsX6ooBS0pK0L17d+zevRv79u3DAw88YE14REREznN2q+5xRX20TCVbgeFiMTxrtGokq6YRd+/ejfPnzyM+Pl5KtAAgJCQEM2fORGlpKVasWFHpeS5cuAAAGDjQ8IfKz88Pffv2BQBcv37dmtCIiIicqyhX99iaPlrtnwEmJzPRqsGsSraSkpIAAP369TPap922Z8+eSs8TGyv+EG7dutVgu1qtxs6dOxEQEIBu3bpZExoREZFz+dfSPc5MNn2MqT5aA+azvUMNZ9U0YmpqKgCYnCYMDQ1FRESEdExFxo4di++++w4LFizAoUOH0KlTJxQXF2Pr1q3IycnBqlWrcNddd1V4juLiYhQXF0vPVSqVNV8KERGRbTV7CDi9WXzMPlqkx6qRrbw8cWFMpVJpcr9CoZCOqUhAQACSkpLw1FNPYc+ePfjoo4/w+eefS1OU3bt3r/Qc8+bNg1KplD4aNmxozZdCRERkWy0fBQLCxMfso0V6nNLUNCsrC3379sWBAwewZcsW5ObmIiMjA19++SVWrFiBLl26ICcnp8JzTJ8+HXl5edLHlStXHBQ9ERGRCb4BwJDFgOzOn9bU7cCKh4B5DcTP+onW49/yrkMPYlWypR3RMjd6pb0NsjKvvvoq/vzzT2zYsAEDBw6EUqlEZGQkxo0bh/nz5+PChQv45JNPKjyHXC6HQqEw+CAiInKqmIHAiB/EWixTAsOBkavYR8vDWFWzpa3VSk1NRYcOHQz25eTkICsrC/fdd1+l59myZQvCwsLQunVro329e/cGAPzzzz/WhEZEROQaYgYCTZKB5J+AM7+Jdyn61wKiB4iLSrNGy+NYNbLVs2dPAMD27cY9QrTbtMdUpKSkBCqVCiUlJUb7bty4AUAcuSIiInJLvgFA23hgxHfA6F/Ez23jmWh5KKuSrT59+uDee+/FqlWrcPToUWl7fn4+3n77bfj4+GDMmDHS9qysLKSkpCArK8vgPPfffz9KS0vx9ttvG2wvLi6WtsXFxVn5pZCzfTyiLVY+1xkfj2jr7FCIyNEe/Rp4aoP4mYgMWL1cT2JiIvr37w+5XI5Ro0ZBoVBIy/W88847+O9//ysdO2fOHMydOxezZ8/GnDlzpO1Hjx7FAw88gPz8fHTu3Bn3338/ioqKsG3bNly4cAEdOnTAvn374O/vb3FcXK6HiIiIHMWavMPquxHj4uKwb98+dO/eHWvXrsWSJUsQHh6O77//3iDRqkjbtm3xzz//4Nlnn0VGRgYWLVqEb7/9FkFBQZg7dy5+//13qxItIiIiIldl9ciWq+LIFhERETmK3RaiJqrI/vM3UVKmgZ+3F7o1MXPbMxHVTBf3AmXFgLccuKeHs6MhcilMtshmJq85igxVEeoq/HFgRh9nh0NEjrTxBSA/DQipD0w57exoiFyKUzrIExEREXkKJltEREREdsRpRCIi8kzqQuDYauCflUDenfV1lQ2ADmOANiPZgJRshskWERF5npQEYOM4oOSW4faCLODXScD2N4FHl4pL7xBVE6cRiYjIs6QkAGvijRMtfSW3gNXx4rFE1cRki4iIPIe6EPh5IqBtMRnVD3huGzD9qvg5qp/ewYJ4rLrQKaFSzcFki4iIPMfJjUBhtvg4qh8wag1wd1dAHiJ+HrXGMOEqzAaSf3JOrFRjMNkiIiLPoC4E/l6qe95jCuBV7s+glxfQ/VXDbWd+s39sVKOxQJ6IiGo2dSGwYw5waDmgUeu2R8aaPr5uS8PnRbn2iow8BJMtshl2jSfyYK7aNd7cXYcAkJksTh2Wl3HS8Ll/LbuERp6D04hERFQzndwk3lFo7q7DvQsAjcZwm0YD7FtouC16gF3CI8/BZIuIiGqe5E3A+jEABBM7ZeKn1O3AjyOAy/uB4nzx848jxO1aAWFA7DD7x0s1GqcRiYioZklJANaNgelEC4bbU7cbJlcGZMCQxewkT9XGZIts5pOdZ5FfVIoQfx9MerCZs8MhIkdKeh8oUgH+CqDXG86LQ9tHC3p9tHpMEYvhM5PFqUMpuZLBbELmFwI8+jU7yJNNMNkim1n99xVkqIpQV+HPZIvI0/yzEshPA0LqOzfZ2jHHuI+Wtr2Dto+WNFVoItHyVwJ93wJaj+CIFtkMa7aIiMj9FWQDK4cAf3+p22ZpHy19D70vLkTNRItsiCNbRETk3na9BexdCKORKkv7aGkFhrMYnuyCI1tEROS+dswS67BMTQlmJpt+Tfk+WgAAGTB4EUe0yC6YbBERkXs6thb441Pdc20xvJalfbT8QoCRq1gMT3bDZIuIiNxPSgLw0zjdc20x/AOvib2xAMv6aHUaC7yWykSL7Io1W0RE5F7UhcCmCeW2FQDHfgRaPir2xlrzJCBoKu6j9fhKIHao3cMl4sgWERG5l99eB4pyDLdd2gf8PAFY2EJ8PuIHseDdnC4vMtEih2GyRURE7mP1U8Dhleb3F2aLo1oAMDkZ6D7F+JiAMODBOXYJj8gUTiOSzXS5NwzZt0sQFuTn7FCIyNEa3w8U3Kx4NKm6Vo0Ezv6me26uO7ygATa/BLxyAsg8YXgOmReX4CGHkwmCYG7xKLeiUqmgVCqRl5cHhULh7HCIiMiWts4ADizWPS/fHR4Q7zTUL4DXJmFa/qHA0CUshiebsCbv4DQiERG5tuRNhokWYFl3eP1Eq9lDwJTTTLTIKZhsERGR61IXioXv5VnTHf7+V4D4NZw6JKdhskVERK7r5Eag5Lb4OLiObrul3eGHLRUXliZyIiZbZDOjvj6Avgv3YNTXB5wdChE52reDgMVdxM+2dHar7nG7p3WPLekO3+VFoM0Tto2HqAqYbJHNXMy6jdTrt3Ax67azQyEiR7t5HriRIn62paJc3eMuL1reHd5bzvYO5DLY+oGIiFyXfy3d4+wLlneHH/w5a7TIZTDZIiIi51MXivVZZ7eKo1n+tcQ7CJv0Bk5vFo/Zu0Bs9zDiB7GPVsFN0+eKeQRoM8JRkRNViskWERE5V0oC8PNEsfu7vtObxd5YfsFAyS3d1GH3V4EJB4ADXwJHvwNuXde9ptkAYOT3jo2fqBJMtoiIyHlSEnTTgqYU5QCQATIZIAgVTx12nQg89J7dQiWqKiZbRETkHOpCcURLm2iZW34HAuAbAvj4AgXZxufxCxZrubiwNLkoJltEROQcJzfqpg7LL79zd1fxufYOw5J8oP+ngLcfcOY3XV1X9AAgdhiL4cmlMdkiIiLn0O+hVdHyO9ppw3O7gBHfAW3jHRcjkQ2wzxYRETmHfg8tS5bf0T+eyI1wZIts5v/6RKGgpBSBfvyxIvI4PaeJy+r4BVn+Gv0eWpnJ4tRhefrL7+gfT+RG+FeRbCa+y93ODoGInKXjs9a/ptlDxj209KcSyy+/Ez2gejESOQmnEYmIyDlaPmr58juB4WIhPJEb4sgWERE5h2+AZcvvyLyAwYt4xyG5LSZbZDPXVUUoEwR4y2Soo/B3djhE5Ej5GYCmDPDyBkLqitvMLcHT8lFd4hQzsOLldwLDxUQrZqCjvhIim5MJgiA4OwhbUKlUUCqVyMvLg0KhcHY4Hqnre7uQoSpCXYU/Dszo4+xwiMiRFjQH8tOAkPrAlNPml+ABxKnDIYsNEyh1IZD8E3tokduwJu/gyBYREdlWZUvwFGaL+0f8oEu4fAPE/lnsoUU1EAvkiYjIdgQNsHGs4RI8z20Dpl8VP0f10x23+SVxRIuohmOyRUREtnMrU+y3BeiW4Lm7KyAP0S3Bo024Cm6KU4dENRyTLSIiqr7SojsP9MqAK1qCR+vMb3YPjcjZmGwREVH1FGQDhTnG27kEDxEAJltERFQdKQnAxy0hjWjJ9P6sZCabfg2X4CEPw2SLiIiq5uQmYHU8oL6t2+btq3u8d4G45I4+LsFDHojJFhERWe/YGmD9aBjUaAFAaTEAmfiYS/AQAWCfLSIistaut8RRK7P0EjAuwUPEZIts54dxXVCmEeDtJXN2KERkLyc3GSZaUf3Euw59/IEbKcDh/wGX/7izUwajkS8A8AsGHl3KJXjIYzDZIptpUjvY2SEQkT2pC4GfJ+iea/toads71G8LtHpCb6pQAKIeAtIPA7eui8f4BQGTTgCBYY6OnshpWLNFRESWObnRsBjekj5aqVt1iZbMC3h0GRMt8jhMtoiIyDJntxo+t6SPlpZfsOFaiEQehNOIZDM/H72GwpIyBPh5Y0jbu5wdDhHZgrpQHNE6uxW4+LvhvsxkcQkeADi+DlAXAL6BgLKB4XGcOiQPx2SLbGZeQgoyVEWoq/BnskVUE6QkAD9PBAqzTe//7XVgXKI4dbhjFpCfBoTULzeyJePUIXk8TiMSEZGxlARgzZPmEy0ASD8KLI0T+2fhTvPSwpuGrR6Gf8upQ/J4HNkiIiJDBdnAhrGAcCeB0rZ3iIwVpw73LtAlVOlHgRUP6V5bWqx7POxroOVQR0VN5LI4skVERDopCcCCGN1dh9r2Dnd3BeQh4udRa8TtFekxBWgzwv7xErkBJltERCRKSQDWxANleqNTlrR3MCADhq8E+syyW5hE7obJFhER3WlYOhEQynV8t6S9g38tsYM8AITU5dQhUTlMtoiISGzvoC2GD66j256ZbPr4jJO6x/c8AARo7zbkcl1E5THZIiIiw4al7Z7WPd67ANBoDI/VaIB9C3XPowfYNzYiN8dki4iIgKJc3eMuL+pGqlK3i2sdXt4PFOeLn6W1DwEEhgOxwxweLpE7YesHspnaIXKDz0TkRvxr6R5nXwCGLBb7bAkaMbHS752lb/AiwDdAN/WoPwVJRAAAmSCUr4Z0TyqVCkqlEnl5eVAoFM4Oh4jIvRz5Afh5gvhY2+7h7FZg80tAwU3Tr+nyIjDgA8fFSORCrMk7OI1IRERAy0eNpw4DQoEJB4DuU4xHrPxDgQfnODxMInfEaUQiIhKnAocsFvtsCULFU4eQAUOXiK8hokox2SIi8gTqQuDYauCfb4G8q+I2ZUOgw2igzUgxcYoZCIxYBfz0glgMb4pfCPDo11zvkMgKrNkim5m+8QTyCkugDPDDvEdbOTscItJKSQA2jgNKbpne7xcMPLpUl0CpC4Hja8TELPeKuE3ZAOj4LNB6hOkRrV9eAQpzxKnHRz61y5dB5EqsyTs4skU2k5hyHRmqItRV+Ds7FCLSSkkAVscDqOD/1SW3xOnDEavEhMs3AOgwRvyw1NntQH4aEFK/mgET1TwskCciqqnUhcCmCTBItKL6Ac9tA6ZfFT9rF5QWBGDzRPE1RGRTTLaIiGqqkxuBohzdc21Lh7u7AvIQ8fOoNbqEqyAbSP7JObES1WBMtoiIahp1odg3a/fbhtt7TAG8yv2z7+UFdH9V9/zMb/aPj8jDsGaLiKgmSUkAfp6oW1RaX2Ss6dfUbal7rL9sDxHZBEe2iIhqipQEcYkdU4kWAGQmm96ecVL3WH/ZHiKyCSZbREQ1gbpQHNESNOJzbSH8wwt1x+xdAGg0hq/TaIB9esdED7B/rEQehskWEVFNcHKjbkRLvxC+bbzxMjyX94tNSy/vF59rO8UHhgGxw5wTP1ENxpotIiJ3pi4UEy39Yvi6rYCyYsArQG8ZnifFUS9zy/DIZMDgxVyCh8gOmGyRzQxuWx95BWooA32dHQqRZzBXDL93AXBohZhkxQy8swzPD+YL5+UhwLBqLsHT6jGgMBcIqFX1cxDVUFyuh4jIHR3+XmxCWhGZl5hkaZOo80nAd0PEx95+4t2JHcaYX4KHiMzicj1ERDXZqpHAWb1+WFH9xB5akbHiHYd7F4hThYIG2PwS0CQZ8JYDBxbrXvPIp2I9FxHZXZUK5A8ePIiBAwciNDQUQUFB6Ny5M1atWmX1efLz8zF79my0bNkSgYGBqFWrFtq3b4+5c+dWJSwioppv6YPGiVaFXeFvAns+LFcIH85CeCIHsnpkKykpCf3794efnx9GjhwJpVKJjRs34sknn8SlS5cwY8YMi87z77//onfv3rhw4QIefPBBPPzwwyguLsa5c+ewYcMGzJ492+ovhoioRkuYBlw7aLitoq7w2uRq3wLdPpkXMHgRpw2JHMiqmq3S0lLExMTg6tWr2L9/P9q1awdAHKHq1q0bzpw5g1OnTiEqKqrC85SVlaFbt244efIktmzZgri4OKP38fGxLg9kzZbz9V6QhOuqYtRRyLF7Si9nh0NUs5zcBKwfbbx9+lVxRKu84nxgXgPDbYHhYqJVnUJ4cz7vCORnACF1gZcP2f78RC7GmrzDqmnE3bt34/z584iPj5cSLQAICQnBzJkzUVpaihUrVlR6nvXr1+PgwYOYOnWqUaIFwOpEi1xDQXEZbhWXoqC4zNmhENUs6kLg5wm658F1dI8t6QofUg8Y+gUwOdk+iRYAlNwGSvLFz0RkwKpkKykpCQDQr18/o33abXv27Kn0PGvWrAEAPP7447hy5Qq+/PJLvP/++1i3bh1u3bplTUhERDXfyY2AWi+Jafe07rElXeH7zBKL4Tl1SOQUVg0hpaamAoDJacLQ0FBERERIx1Tk0CFxiHnfvn2YPHkyiouLpX21a9fG2rVr0atXrwrPUVxcbPA6lUplyZdAROR+zm41fN7lRbGPVmG2rit891fFBaUzToqJFovhiVyGVSNbeXl5AAClUmlyv0KhkI6pyPXr1wEAL7/8MiZNmoQrV67gxo0b+Oyzz5CXl4ehQ4ciPT29wnPMmzcPSqVS+mjYsKE1XwoRkWvLSwO+GQC8Ewmc/sVwX/YFsWGp7M4/4anbgRUPiTVaKx4y7BDPYngip3PK2oiaO0PegwYNwvvvv48GDRogIiICL7/8MiZPnoy8vDwsX768wnNMnz4deXl50seVK1ccEToRkf2tfQb4uDnw759AaRGAcvcx/fQi0OwhsWFpYLj58wxebL8aLSKymFXJlnZEy9zolbYy39LzDB482GjfI488AkA31WiOXC6HQqEw+CAicntrnwFO/VzxMTkXgc/bAwGhwIQDQPcphkXzANBsAND+KfvFSUQWs6pmS1urlZqaig4dOhjsy8nJQVZWFu67775KzxMdHY2srCzUqlXLaJ92W2FhoTWhERG5v5sXDBMtc53hATHhWvGQ6fPc1QmIX23/eInIIlaNbPXs2RMAsH278Yrx2m3aYyrSu3dvAMCpU6eM9mm3NW7c2JrQiIjcW0oCsKij7nllneHN6TweGLfTvrESkVWsSrb69OmDe++9F6tWrcLRo0el7fn5+Xj77bfh4+ODMWPGSNuzsrKQkpKCrKwsg/M8++yzkMvl+Pzzz3Ht2jWD87z33nsAgCeeeKIKXw4RkRtKSQDWPAkIej3qKuoMb4pfEDB8JTBwvv3iJKIqsWoa0cfHB8uWLUP//v3Ro0cPjBo1CgqFAhs3bsTFixfxzjvvoFmzZtLxixYtwty5czF79mzMmTNH2n7PPffgww8/xP/93/+hTZs2GDZsGORyObZs2YJLly7hhRdeQJ8+fWz2RZJjvDusJYrUGvj7OuW+CyL3pC4Efp4oLhqtLzLW9PF1W+o9kQHNHwGiB4jtHZx51+Ggj4HSQsCHdz4SlWd1q/a4uDjs27cPs2fPxtq1a1FSUoLY2Fi8/fbbePLJJy0+z8svv4zGjRvjww8/xOrVq1FaWorY2FjMmDED48aNszYscgF9mkc6OwQi96EuFJuV/v212C8LALzlQNmd/oGZyeLUYXn6neF95MCI7+wfqyWizdSPEZF1ayO6Mq6NSERuIyVBHM3SJllazfoDZ7eJj7U1W/pTiRqN2MBUWyTf6H7g2QTHxExEBuy2NiIREVWTtj6rfKIFAAM+AiATH2s7w1/eLy4qfXm/YaIFAI8uc0jIRFQ9XPGZbObE1TyUlGng5+2FVg0q77dG5HHUhcDGcbr6rKh+gLoAuLRPfJ6fBvR4VWzxAIiJVarx3d8AgBZDAGV9+8dsqbQjQJka8PYF6rdzdjRELoXJFtnMuP8dQoaqCHUV/jgwgzc4EBnZMQcouSU+1k4THvtRl2ztXSBuA4C9C2HUOV6rxRDgif/ZO1rr/BgvJosh9YEpp50dDZFL4TQiEZEjqAuBQ3rLkGlbO7R8FAgIE7dppw6b9gVeOQ5EPSQWzWvJfICXj7heokVEFeLIFhGRI5zcCGjUuufa1g6+AeKi0mueFKcXzU0dyrzEOw/D73VMvERkMxzZIiJyhLNbDZ9nJusexwyseFHpwHBxPxeVJnJLTLaIiByhKNfw+d4FYisHrZiBwCsnDJuZ1m8HDP0CmJzMRIvIjXEakYjIHgqygR2zgHM7xXqt0iLD/dr6rO6vil3hM04C+xbqRry8/YBnf3NuV3gisgkmW0REtrbrrYrvJtSqqLVDx+eYaBHVEJxGJCKypV1v3emTVUmi5e1rfp9fCPDgHFtGRUROxGSLiMhWCrLvjGjdEdUPeG4bMP2q+LleW92+MrXRy0Uy4NGvOapFVIMw2SIisoWCbGBZX0gjWsF1gOZDgHptAHmIuKj0uETDhKu8wHBg5CoWwxPVMFyImmzmVnEpBEGATCZDsJzlgORBKqrRCggT+2hpE6jL+4EVD4mPffyBhp0B/1pA9AAgdpj7jmgV5wOCAMhkYnJJVMNZk3fwLyLZDBMs8kjbZwJ/fmZ+f2G22LBU2yerbkvdPh9/YPQv9o/REZhgEZnFaUQioqo6tsZ8oiVX6KYMBQ2w+SWxBUTGSd0x7jqKRURWYbJFRFQVKQnAT+PN7y9WARnHdQlXwU1xyZ59+gX0fe0aIhG5Bs77kM0s23sB+UWlCPH3wdgeXL+NajB1IfDzREg1WlH9xIWlI2PFpqR7F4j9swQNkH1R97pdc4Bb1+88kQEPznVw4Hb05yKxbkseAtz3krOjIXIpTLbIZpbtvYgMVRHqKvyZbFHNdnKjWIsFiInWqDWA152Jgru7is9/HCEmXMV5utdJiRaAHq8CgWGOi9ne9i8G8tOAkPpMtojK4TQiEZG19BeV7jFFl2hpeXmJy/CYJBNf02eW3cIjItfCkS0iIkvor3V4+4Zue5iZUVz9uw61wqOA57fXrBEtIqoUR7aIiCqz6y1g/r3Ake+A/HRAU6rb93kHsVi+PP27DgEAMiZaRB6KyRYRUUUqW+uwWCX20dJPuDQaw7sOgZpXo0VEFmOyRURkTmVrHUb1E7cLGuCnF8UC+Mv7dcXxWvf9H2u0iDwYa7aIiMzZMQsG7R0qu+vwo6hyJ5ABw74C2oxwZNRE5GI4skVEVJ66EDjyA3BinW6btXcdaheVZqJF5PE4skVEpC8lQWxYqu2jpRUZa/p4/bsOvXyA6IHuv6g0EdkUky2ymZZ3KVCvlj/Cg/ycHQpR1aQkiMXugsZ4X2ayOHVYnv5dh0G1gRHf2S8+V1avDaC8CwiMcHYkRC6HyRbZzLLRnZwdAlHVaZfg0SZaUf0AmQw4u018vneBYc0WYHzXoSevdRi/2tkRELks1mwREakLgYTXdFOHwXWA5kOAhz8BIBO3pW4Xi+Ev7xfXADS667CGrXVIRDbDkS0i8mymarRuXQc2TwQCwoAWg4FTP4vbU7cbtnTQxz5aRGQGR7aIyHNpa7TKF8NrFWYDp38BWgyBNMJlhGsdElHFOLJFNjN25UHcvF2C8CA/1m+Ra1MXAof/B2ydrqvRCq4DtHsa6PIikH1BrNFK3S7uv7QPmHwK+HUykHpnEWoff6D1E+LUIUe0gFUjgYIssUCe9VtEBphskc2cvKZChqoIdRX+zg6FyLyUBGDjOKDkluH2W9fFBOvQCmDIYsOGpQU3gQuJAPTuUhz0MdA23qGhu7T0Y0B+GhBS39mRELkcTiMSkedISQBWxxsnWvoKs8WpxbNbDRuW7pqjq9cKDBf7aBERWYDJFhF5BnUhsGkCDBaUrmitw80vAeFNdMfeui5+lnkBgxexYSkRWYzJFhF5hpMbgaIc3XPtWod3dwXkIbq1DrUJV8FN4MCXhucIDAdG/ADEDHRc3ETk9phsEZFnOLvV8Lklax0e1esG3/4ZYHIyEy0ishqTLSLyDEW5hs8tWetQO3UYGA4MmM+pQyKqEiZbROQZ/GsZPs9MNn2c/lqHAGu0iKjamGwRkWdo9pDh870LxLUN9ZVf69AviDVaRFRt7LNFRDWLulAshj+7VZw69K8lJlrRAwD/UF2RvHatw+6vilOHGSfFREvb3sEvCJh0kg1LiajamGyRzYztcQ/yi0oR4s8fK3ISU+scAsDpzeI6h52eA/YuhNT+wdxahzIZ8OgyJlrW6DZRXKBbHuLsSIhcjkwQBKHyw1yfSqWCUqlEXl4eFAqFs8MhIkfTrnMoaMwfI/MCuk8G/voaKMk3fYw8BBj2NacOiahC1uQdHIIgIvenLhRHtLSJVlQ/sbVDZKxYCK+/zuE/3wKTjoujXYdWAHlXxdfUagh0GAO0HsFieCKyKSZbROT+Tm7UTR1qm5Vqe2hpm5Xqr3N4dquYWHUY46yIiciD8G5EsplbxaXIL1LjVnGps0MhT6PfsNSSZqVnfnNMXJ6kOB8oUomficgAR7bIZh5csAcZqiLUVfjjwIw+zg6HPIl+w1JLmpWWb3BK1beoM5CfBoTUB6acdnY0RC6FyRYRuZ+CbGDHLODcTrFeq7RIty8zWZw6LE+/WWn5BqdERHbEZIuI3MuutwzbN5T32+vAuETDqcTyzUqjB9g1RCIifazZIiL3sest8c5Cc4kWAKQfBZbGAZf3i/VDl/friuMBcZ3D2GGOiJaICABHtojIXRRk3xnRusNcewdATLhWPGR8Dq5zSEROwJEtInJ96kLgi+6QRrS07R3u7io2IdW2d4jqZ/4cgeFc55CInIIjW0Tk2k5uAjY+D2j0WopU1N5BO7rl4w807CwWw0cPEKcOOaJFRE7AZIuIXJdUo1WOJe0dfPyB0b/YJy4iIitwGpGIXFPyJtOJFiDWaJmi396Bo1hE5CKYbBGR61EXAj9PML9/7wKxnYO+8u0dovraJzYiIitxGpFsZukzHVFSpoGfN3N4qqaTG4GS2+LjgDDduocBoUBhjliX9eMIsUarbktxRGvfQl29FmTAg3OdErrHGrUKKFMD3r7OjoTI5TDZIptp1UDp7BCoptBf6zCyBXBpn/j4/lfEOi5BIyZWUnJVTo9XgcAw+8dJOvXbOTsCIpfFIQgich3qQuDID8DlP3XbYh/VPb78J/DEd2IbB3MiWwF9ZtkvRiIiK3Fki4hcQ0oC8PNE3ZShVnhT3VSidiTrsW+A7AvAyQ3A9VOGrxm92XExExFZgMkW2cyu05koUmvg7+uFPs0jnR0OuQt1IbBjDvD3l6b3718EDP4cWPu0BdOHUzh96CxntgKlhYBPABBtons/kQdjskU289+fTiJDVYS6Cn8mW2SZlATxrsPCHBM7ZQAEXWLVeybw5+fGI19aPaZw+tCZfp0M5KcBIfWZbBGVw2SLiJwjJQFYEw8I5haV1tte0WhWZCtx6pAjWkTkophsEZHjqQuBjeN0iVZFi0prR7jK8wsGhiwGYoc6KGgioqrh3YhE5HiH/weU3BIfB4SJS+vcPA94+ZhYVFoAWj2he21gBDD0C+C1c0y0iMgtMNkiIsc6/D3w2zTd88Js4PRmsXZrYQtxelG7qLRW2hHd40b3AW3juRwPEbkNTiMSkeMs7wtc+dv8/sJsYM2TwIgfgHt66LbnXtI9jh5gt/CIiOyBI1tE5BirRhkmWlH9gOe2AdOvip+104aCBtj8EnD1H92xZWrxc2A4EDvMcTETEdkAky0isr8j3wNnE3TPo/qJdVl3dwXkIcZ1WgU3ge0zDM8h8wIGL+L0IRG5HSZbRGQ/6kIg4XWxM7y+bi+JdVn6ytdpZSbrHvsGilOLMQPtFysRkZ2wZotsJlDujWC5DwLl3s4OhVxB8iZg0wRAfdt437rRwJAlxslT3ZbGx/r4A5OT2UfL1fkFAX4h4mciMsBki2xm95Rezg6BXMWut8ReWeYU5ugK4fUTroyT5Q6UAcNXMNFyBy8fcnYERC6L04hEZFsnNxkmWpUVwqsLxecaDbBvoe51vkHAyFWcOiQit8eRLSKyHXWh2C9LS1sIr63P0hbC/zhC7BBfcBM4+iNQp7mYaGm7xsu8gcknOaJFRDUCky0isp2TGw1rtHpMMV8Ir02stkw2Ps8jnzHRIqIag8kW2cx7CaeRV6CGMtAXMwY2d3Y45Axntxo+j4w1fZypQnithp2B9k/ZLiZyjO1vAoW5QEAtoN87zo6GyKWwZotsZvPRNKw5dAWbj6Y5OxRyJHUhcOQHYM3TwMXfDffpt2/QZ1QIf0ezgcDzO2wbHznGiQ3Ake/Ez0RkgCNbRFRlJcm/Qtg0EXJ1rukD9i4wrNkCjAvhtYYsBtpxRIuIah6ObBFRlRzdsQre654yn2gBYl3WjyOAy/uB4nzxs7Y4XisgDBj5IxMtIqqxOLJFRFb77chFdNn3Grxlgrghqp9YDB8ZK04d/vY6kH5U3Je63TC50tdprFjfwyV4iKgG48gWEVll05Gr2LX+C4TJbokbTK1zOC4RqNe24hP1mAI8vICJFhHVeEy2iMhiH247g0lrjqG31xHdRnPtHR563/RJ/IKA4SuBPrPsFygRkQvhNCIRWWTL8XQsTjwHAFBCr5eWJe0d/GsB9zwARA8AYodxNIuIPAqTLSKqVG5BCf5vtW40yy8kDCi48yQzWZw6LE+/vcM9DwAjvrNvkERELorTiERUoR2nMtH53Z0o0wjStoh2g3UH7F0gtnPQV769Q/QAO0dJROS6OLJFNhMXUwd5hSVQBvg5OxSykR2nMjHuf4eMttfuNgo4PA8ozNa1d+j+qjh1mHHSYJ3DYr9QyGOHOTp0crRm/YDCHCAg1NmRELkcmSAIQuWHuT6VSgWlUom8vDwoFApnh0Pk9nILStDxnZ0o1Rj/E7H+xW7oWHQAWPMkIGhMvFpUBi+UPf4d/GIH2TNUIiKHsybvqNI04sGDBzFw4ECEhoYiKCgInTt3xqpVq6oULACo1Wq0bdsWMpkMMTExVT4PEdnGjlOZ6Dpvl8lECwAWJ56DptkAYMQPQGC4yWNuCiE4cf9iJlpE5PGsnkZMSkpC//794efnh5EjR0KpVGLjxo148skncenSJcyYMcPqIN5++22cO3fO6tcRke3tOJWJ8d8dgqk8q1agL3IL1Eg8cwPPrzyICXFd0XzCMVw/sBo3D/+Mkvxs5CEIu8ra48HHX8SAdvc4/gsgInIxVk0jlpaWIiYmBlevXsX+/fvRrl07AEB+fj66deuGM2fO4NSpU4iKirI4gMOHD6NLly5YuHAh/u///g/R0dFISUmx+gvhNCJR9RWpy9Bt3i7kFKhN7n/9oWh8uO2MyURM3ycj2mBouwZ2iJCIyDXYbRpx9+7dOH/+POLj46VECwBCQkIwc+ZMlJaWYsWKFRafr6SkBGPGjEHXrl3x0ksvWRMKuaBHPt+Hru/twiOf73N2KFRFvxxLkxItX2+Z0f6/L2bjy6c6ICzI/E0QfWLqMNHyRF/1BBY0Fz8TkQGrphGTkpIAAP369TPap922Z88ei883Z84cpKam4tixY5DJjP9hJ/dyI78YGaoiZ4dB1bA75br0+O7QQJzPEpuXhvj7IL+oFIlnbgAAPhvVFpdvFmDzsTScychH7p0ELcjPG4ufbO/4wMn5bl0H8tOcHQWRS7Iq2UpNTQUAk9OEoaGhiIiIkI6pzMGDBzF//ny89957aNasmTVhAACKi4tRXFwsPVepVFafg4jEqcNfjqVhd8p1/Hk+S9o+onNDvJcgTuk3Dg9EcpoKGgFIPHNDSrrK+2RkO/j7ejskbiIid2FVspWXlwcAUCqVJvcrFApcvXq10vMUFxdjzJgxaNeuHaZMmWJNCJJ58+Zh7ty5VXotEYk2HbmKaRtOoKTUuH3DZ7vOwd/HC0WlGpy4pkKruxS4dLMA+UWlJs/1yYg26Nsi0t4hExG5Hac0NZ05cyZSU1Pxzz//wNu7av8Lnj59Ol599VXpuUqlQsOGDW0VIlGNN+GHw0g4kW52/63iUujP7p+4Zn70ePwD97JOi4jIDKuSLe2IlnaEqzxtZX5FDh8+jIULF2LmzJlo1aqVNW9vQC6XQy6XV/n1RJ5sXsJpg0QrLro2JsY1RUw9BVLSVViceA6JZ25AEIAAX2/4+ciQV2g8oiUDMCGuKV7rH+3A6ImI3ItVdyNqa7VM1WXl5OQgKyur0rYPx48fR1lZGebMmQOZTGbwAQBnzpyBTCZDrVq1rAmNiCyUW1CCr36/ID2Pi66N5aM7oWPjMATLfdCxcRiWj+6EuOjaAIBCdZnJRKt7VASOzOrLRIuIqBJWjWz17NkT8+bNw/bt2zFy5EiDfdu3b5eOqUizZs3w/PPPm9y3fPlyKJVKDB8+HIGBgdaERkQWyC0owbDFfxhsa1FPgZIyDfy9dFP6Xl4yTIhrarIQPizIDx881pr1WUREFrK6qWl0dDSuXbuGAwcOoG3btgAMm5omJydLdxdmZWUhKysLERERiIiIqDwYmYxNTd1Y1/d2IUNVhLoKfxyY0cfZ4VA5H247gyWJ52DqFz400BfzhxsWuN8qLkXL2dsAAMoAH9zXJAJ9mkdiUOt6vOOQjC1oLrZ+CKkPTDnt7GiI7M5uTU19fHywbNkyaDQa9OjRAy+88AKmTp2KNm3aIDk5GXPmzDFo47Bo0SI0b94cixYtqtpXQkQ28eG2M1hsJtECgJwCNcZ/dwg7TmVK206n6wri72sSgS+e6oDhHRow0SIispLVdyPGxcVh3759mD17NtauXYuSkhLExsbi7bffxpNPPmmPGMlNTB8Yg8KSMgT48Y+xK8ktKMHiRN3ao+aK4TUC8PqG4+gR1Rt+3l5YoveaPs05ZUiV6PsWoC4AfFkCQlSeVdOIrozTiETGitRlGPT5Xpy7LnaC1xbDe3npejpoNAKeX3lQqs+aGNcEp9JU0nO5jxeOze7HES0iIj3W5B1O6bNFRPa341QmXlt3FLl6dxJOjGtqkGgBxsXwixPPG+z/4LFWTLSIiKqByRZRDbTjVCbGf3cImnLj1jH1TP/vq7mZ7QNb1WOzUiKiamKyRTZz/sYtlGkEeHvJ0KR2sLPD8VhF6jJMW3/MKNECgJR0FTo2DjParl8MrzX+gXsxfWBze4RINVFWKqApBbx8gIiK+y0SeRomW2QzTy79i60fXMAvx9KQU6AGANQK9EXunccAsDjxnMmaLf1i+HsigvDThPtQK9DPcUGT+1s5mK0fiMywqvUDEbm+3SnXpccxdUMM9iWeuYHnVx7EwUvZuFVcioOXsg2K4wEw0SIisjGObBHVMHmFupGsQa3r48CFbIP9iWdumOwMDwB9Yuow0SIisjGObBHVMMoAX+nxPRGBCA3UPff1lpl6CQDA38cLi59sb9fYiIg8EZMtohqmd0wd6fGyvRfxwWOtoS3RUpeZbqsnA/B5fHu2eCAisgNOIxK5qSJ1GX45lobdKdeRV6iGMsAXvWPqoG+LSIQG+iKnQC1NF07tH42lv1+QCuf1mVoXkYiIbIfJFpEb2nI8Ha+tP4aCkjKD7b+dzEBooC/iuzTCF0nnoBEqrtF69v7GeP2hGI5oERHZEZMtIjejXVTanJwCNb5IOof/9GqKH//+F9m3S4yOCQvywwePteZoFhGRAzDZInIjCcfTK0y0tDQC8OPf/2L3lJ7Yefo6dp3OlKYa+zSPxKDW9TiaRUTkIEy2iNxEkboMU9cfk57HRdfGxLimiKmnQEq6CosTzxlMF2bfLsHO09cxvEMDDO/AJXeIiJxFJgiC6duT3Iw1q2+TfVxXFaFMEOAtk6GOwt/Z4dQoReoyzPr5JNYeugpATLRMdYIv36B0QMu6+OKpDg6PlzxQfgagKQO8vIGQus6OhsjurMk7OLJFNsMEyz52nMrEtPXHDO4knBjX1CDRAgAvLxkmxDU1SLb0G5wS2RUTLCKzmGwRubAdpzIx/rtDRotKx9Qz/b+o5uW26zc4JSIi52BTUyIXVaQuw7T1x6REq3awbhmdlHSVydecLre9T3PebUhE5GxMtshmVv31L5btvYBVf/3r7FBqhF+OpUlTh3HRtfFa/xhp3+LEc9CUG+7SaAQs0btTMcjPG4Na13NMsESHVgB/LhI/E5EBTiOSzXy2KxUZqiLUVfgjvsvdzg7H7e1OuS49nhjXFC3vUmLeb6elzvDPrzyICXFN0byeAqfTVVhS7m7E+cPbsL0DOc6e+UB+GhBSH+j4rLOjIXIpTLaIXJR+cXtMPQX8fb0xf3gbqYaros7wE+Oa4mGOahERuQROIxK5KP3idm2NVt8Wkfjq6Y4IC/Iz+ZogP28siW+P1/pHOyRGIiKqHJMtIhfVO6aO9Fi/Rqtvi0j8+UZvfDi8tUHR/IhODfHPzL4YyBEtIiKXwmSLyEU90qY+QgPF0S1tjdbBS9m4VVyKE9fykHAiHTduiesehgX5Ye7gWNZoERG5INZsETlRkboMvxxLw+6U69Lahb1j6uCRNvUtrtHykgEfPNaaiRYRkYtiskXkJKY6wwPAbycz8F7Cacwf3kaq0Xp9w3Fk3y4xOkdYkB8+eKw1+rZgPy0iIlfFZIvICRKOp2PiqsMwtzBpToEa4787hK+e7oi+LSLRI6o3fj2ejl2nM6URsD7NIzGodT2OaBERuTgmW0QOtuV4Ol7SS7TiomtjYlxTxNRTICVdhcV3+mVpBOD1DcfRI6o3/H29MbxDAwzv0MCpsRMRkfVYIE82c09EEKLqBOOeiCBnh+KytpQb0YqLro3lozuhY+MwBMt90LFxGJaP7oS46NoAgOzbJfj1eLrzAiayVHgToHaM+JmIDHBki2zmxxe6OjsEl7bp8DVMWnvUYFuLegqUlGng76WbCvTykmFCXFOpGH7X6UyOaJHrG/OrsyMgclkc2SJygA+3nTFKtABgcdJ5dJu3CztOZRpsb15PIT3W7yRPRETuh8kWkZ0lHE/HYr0FosvTFsPrJ1yn73SMBww7yRMRkfvhNCKRHeUWlOD/Vh+RnltSDO/n7YUleslZn+Zs60BE5M6YbJHNvLL6CLJvlyAsyA+fjmzn7HCcbsvxdPzf6iMou7PMjrYY3stLBgBSMfzzKw8i8cwNZN8uwee7U3EqTSXVa4UF+WEQl98hd7BhLFBwEwgMBx5b5uxoiFwKky2ymb8uZCNDVYS6Cn9nh+J0H247YzR1ODGuqZRoaZUvhl+ceF7aJwM7w5MbufQHkJ8GhNR3diRELoc1W0Q2tunIVZM1WjF6Re/6mpvYLgOwOL49O8MTEdUATLaIbGjL8XRMWnPM5L4UvaJ3fadNbF8U3x4DOX1IRFQjMNkispEdpzIxcdVhg20xdUOkx4sTz0GjMVygR6MRDIrhAXFE62EmWkRENQaTLSIbyC0owSt6dx0CYkH8xv/ch9BAsXVD4pkbeH7lQRy8lI1bxaU4eClbKo7X+uSJtky0iIhqGBbIE1VTwvF0TFp7FCWlGoPtE+OaIlDug/nD22D8d4egEcSESz+50tcnpg6Gtr/LESETEZEDcWSLqBo+3HYGE1YdNkq0AF1BfN8Wkfjq6Y4IC/Ize54gP28sfrK93eIkIiLnYbJFVEVbynWGj4uujSZ6i3DrF8T3bRGJP9/ojY8eb4Mu94YZnEcG4JOR7djigYiohmKyRVQFReoyvLZed9ehtmHp8z3ukbaVL4j39/XGo+3uQqBeUiX38cLXz3RkiwciohqMNVtkMyM7N0R+USlC/Gv2j1WRugyzfj6JgpIyaZu2Yemj7RvgvYQU3CoulQriJ8Q1RfN6CpxOV2HJneV5AMDXW4a/ZvRBrUDz04tEbqPDaKBIBfib7idH5MlkgiAIlR/m+lQqFZRKJfLy8qBQ8Jed7GPHqUxMW38MOQVqg+0n5/ZHsNxHOuaF7w6hot8smQz4+mmOaBERuStr8g5OIxJZaMepTIz/7pBRogUY12d9/XRHqeVDecFyHyZaREQehMkWkQW0fbS0JVi1gw2n/srXZ/VtEYk/Xu9t0NTUWwY8e39jHHrzQSZaREQehMkWUSUSjqej87s7pRqtuOjaeK1/jMExphqWTlx1GCkZ+QDEQvh/ZvbF7EdiedchEZGHqdmVzORQXd/bhQxVEeoq/HFgRh9nh2MTH247Y7So9MS4pmh5lxLzfjttMKVYUcPSj59oy0J4qtkWNAfy04CQ+sCU086OhsilcGSLyIyfDl8zSrQAoHFEEPx9vTF/eBt4ySo/z8S4plxUmojIgzHZIjIh4Xg6Jq89anJf3EdJ2HEqs9LO8EF+3lgc3x6v9Y+2Y6REROTqmGwRlbPjVCYmrjpsdn9+USnGf3dISrj+fKM3Phze2qBofkSnhvhnZl8uKk1EREy2iPQVqcswbf0xaO8rjIuujfUvdsPJuf2x/sVuiIuuDQDQCMCra48i61YxTlzLQ8KJdNy4VQIACAvyw9zBLIQnIiIRC+SJ9PxyLE0qetcuweN1pzCrY+MwcUmelQeReOYG8otK0fGdnQav95IBHzzWmokWERFJOLJFpGd3ynXpsXYJHn1eXjJMiGtq8rVBft74is1KiYioHI5sEenJK9S1coipZ3r5heYmtvt5y/DHG73Z3oGIiIxwZItIjzJAt8SO/hI8+k6b2P7JiHZMtIiIyCQmW0R6esfUkR6XX4IHADQaAUtMNDllHy0iIjJHJgiCUPlhrs+a1bfJPvafv4mSMg38vL3QrUm4s8OpkiJ1GbrN22VQJD8hrima11PgdLoKSxLPGXSJ//iJthjW/i5nhUvkOi7uBcqKAW85cE8PZ0dDZHfW5B1MtojK2XEqE+O/OwRNBb8ZMgCL49tzRIuIyENZk3ewQJ48SpG6DL8cS8PulOvIK1RDGeCL3jF18Eib+lK7Bm1n+Nc3HEf27RKjc4QF+eGDx1rzrkMiIrIIR7bIIxSpy/D+byn44a/LUJcZ/8iHBvpi/vA2BglUkboMvx5Px67TmVJi1qd5JAa1rsc+WkREHo7TiEy2nMJVa7Z2nMrEpNVHcLukrMLjvGRgnyyiqmLNFnkYTiOSU0xecxQZqiLUVfjjwIw+zg4HgJhovfC/Q7DkfxQaAXh9w3H0iOrNkSsia218AchPA0LqA1NOOzsaIpfC1g9UYxWpyzDhh38qXecQALzvdIrPvl2CX4+nOyFaIiKqqZhsUY01d3OyVJ+lXeewY+MwBMt9pHUOtQlXmd6th7tOZzolXiIiqpmYbFGNU6Quw6q/LuPHg1ekbdasc6i/ZA8REVF1sWaLapQdpzIxbf0xqSmpljXrHOov2UNERFRdHNmiGkPbjLR8ogVYt85hn+a8G5GIiGyHyRbVCEXqMry27qjU9d2n3JShpeschgX5YRC7whMRkQ0x2aIa4Z1fk5FbWCo9Ly2XWCWeuYHnVx7EwUvZuFVcioOXsvH8yoMG6xwCwAePtWbbByIisinWbJHbm5dwGt//daXS4xLP3DBKrvR98kRbNjQlIiKb48gWubX3E07jq98vVPs8Y++/B0Pb32WDiIiIiAxxZItsxtFd4xOOp+NLGyRaA1vVw5uPtLBBREQejF3jicxiskVuqUhdhqnrj0nP46JrY2JcU8TUUyAlXYXFiecqnDIEAD9vGT54rA2GcUSLiIjsiMkWuZ3cghKM+98hFNxZWFrbHV7btFTbHd5UATwA+HrL8NaQlhjW7i4WwxMRkd0x2SK3Ms9EjVZF3eFNJVtLnuzAQngiInIYJltkM5/sPIv8olKE+Ptg0oPNbH7+CT8cRsIJ40WirekO/+z9jZloEdlD0vtAkQrwVwC93nB2NEQuhXcjks2s/vsKlu+7iNV/V96GwVqbDl8zSLRqB/tJjy3tDh/o543XH4qxeWxEBOCflcCBxeJnIjLAZItcXpG6DNM2GBbDv9ZflzRZ2h3+w+FtWKNFREQOx2SLXN4vx9JQUqZLpibGNcXgtvURGiguGG1Jd/jxD9yLh7kMDxEROQFrtsjl7U65bvA8pp4C/r7emD+8DcZ/dwgaoeLu8C8+cC/eGNjcEaESEREZ4cgWuby8QrXBc22NVt8Wkfjq6Y4IC/Iz9TIE+XljSXx7JlpERORUTLbI5SkDfA2e69do9W0RiT/f6I0Ph7c2KJrvfE8Y/pnZFwM5dUhERE7GZItcXu+YOgbPy9donbiWh4QT6bhxq0Q65uunO7AYnoiIXAJrtshlFKnL8MuxNOxOuY68QjWUAb7oHVMHfVtEIjTQFzkFuunEimq0xj9wL2oFmp5aJCIicjQmW+QSdpzKxLT1xwwSKgD47WQGQgN9Ed+lEb5IOodyHR6MDGxVD9NZo0VERC6EyRbZTJd7w5B9u8Rswbo5W46n46VVh2Euj8opUOOLpHP4T6+m+PHvf5F9u8ToGD9vGeY/1gZDuag0kXM0vh8ouAkEhjs7EiKXIxMEoZKxAmMHDx7E7NmzsX//fpSUlCA2NhaTJk1CfHy8Ra/ft28ffvrpJyQlJeHSpUu4ffs2GjdujCFDhmD69OmoVauWtSFBpVJBqVQiLy8PCoXp5VvI9SQcT8dEM4lWiL8PGocH4sQ18e7DsCA/7J7SEztPX8eu05nSVGOf5pEY1Loea7SIiMhhrMk7rE62kpKS0L9/f/j5+WHkyJFQKpXYuHEjLl68iHfffRczZsyo9Bx169ZFVlYWunfvjnbt2kEmkyEpKQlHjhxBkyZN8Oeff6JOnTqVnkcfky33s+NUJl743yGzI1oA4CUDYusrpITro8fbYHiHBo4JkIiIyAy7JVulpaWIiYnB1atXsX//frRr1w4AkJ+fj27duuHMmTM4deoUoqKiKjzPBx98gGeeeQb16uluyxcEARMnTsQXX3yBCRMmYPHixZaGBYDJlrspUpeh27xdUo1WXHRtTIxriph6CqSkq7A48ZxUAB/i74P8olIAwICWdfHFUx2cFjcRERFgXd5hVeuH3bt34/z584iPj5cSLQAICQnBzJkzUVpaihUrVlR6ntdff90g0QIAmUyGmTNnAgD27NljTVjkhn45lmaQaC0f3QkdG4chWO6Djo3DsHx0J8RF1wYAKdECjBucEhERuTqrCuSTkpIAAP369TPap91WnUTJ11dsXunjw7p9dzTq6wPIulWMiGA5fnyha4XH6i/BMzGuKby8ZAb7vbxkmBDX1Ki9Q/kGp0TkIr4dBNy+AQTVBsb86uxoiFyKVVlNamoqAJicJgwNDUVERIR0TFV88803AEwnc+UVFxejuLhYeq5Sqar8vmQbF7NuI0NVZDASZY7+CFVMPdPDr81NbO/TPLLqARKR/dw8D+SnAUX8t5ioPKumEfPy8gAASqXS5H6FQiEdY62jR49i7ty5qFOnDqZNm1bp8fPmzYNSqZQ+GjZsWKX3JefQH6HSrnVY3uly28OC/DCIy+8QEZGbcYn5uosXL2LQoEEoKyvD6tWrERERUelrpk+fjldffVV6rlKpmHC5KFOd4UP8dT96ixPPYfnoTgZTiRqNgCWJ56TnMgAfPNaa7R2IiMjtWJVsaUe0zI1eaSvzrXH58mXExcXhxo0b2LBhA+Li4ix6nVwuh1wut+q9yLFyC0owcdVh/Hnupsn2DjIAAnRrHU6Ia4rm9RQ4na7CEr27EWUAFsW3R98WnEIkIiL3Y1Wypa3VSk1NRYcOhrff5+TkICsrC/fdd5/F57t06RLi4uKQlpaGdevWYdCgQdaEQy7sw21nsFhvZMoU/QTM3FqHMgCL49tjIKcPiYjITVlVs9WzZ08AwPbt2432abdpj6nMpUuX0KtXL1y7dg1r1qzBkCFDrAmFXFh+sbrSREufzMz2sCA/fP1MRyZaRETk1qwa2erTpw/uvfderFq1Cv/3f/+Htm3bAhCbmr799tvw8fHBmDFjpOOzsrKQlZWFiIgIgzqs8onWsGHDbPLFkGu4XVwmPa6oWamvtwzqMgECgBGdGkJVqOYSPEREVONYlWz5+Phg2bJl6N+/P3r06IFRo0ZBoVBIy/W88847aNasmXT8okWLMHfuXMyePRtz5syRtvfq1QuXL19G165dcfz4cRw/ftzovfSPJ/ekbVaqLXzXNit9fuVBJJ65AXWZbiJRVahmZ3giIqqRrL4bMS4uDvv27cPs2bOxdu1aaSHqt99+G08++aRF57h8+TIA4MCBAzhw4IDJY5hsuT9rmpWyMzwREdVUVWr90LlzZ/z222+VHjdnzhyTSZOVa1+Ti9O2dggP9kNmfhG0l9eaZqXsDE/k5npOA0puA35Bzo6EyOW4RJ8tcl87TmVi2vpj0jqH+lLSVejYOMxoe/lmpQA7wxO5vY7POjsCIpdl1d2IRPp2nMrE+O8OmUy0ALFZqUZjOIpZvlkpwM7wRERUszHZoiopUpdh2vpj0OZScdG1sf7Fbjj05oNSd3hts9KDl7Jxq7gUBy9lS8XxWuwMT0RENR2nEalKfjmWJo1oae86zLpVDHWZBrMGtcDrG45DI5hvVgoA/j5e+Jyd4YlqhvwMQFMGeHkDIXWdHQ2RS2GyRVbLLSjBpztTpeeF6jJsOHwVH20/g0xVMeoq/PHV0x3x6tqjyC8qNXmOPjF1sPjJ9hzRIqopvo4D8tOAkPrAlNPOjobIpTDZIqvMSziNr36/YLDtwIVsHLiQDZlel4e+LSKROLUXOr6zEwDg7SVDRLAfekXXwfQBMagV6OfIsImIiJyGyRZZbPx3h7AtOdPsfm3Lh6JSsYP8xazb0r5+LSLZtJSIiDwSky2yyDu/JBskWhUtw5NXqEZBcanBXYds7UBERJ6KdyNShYrUZZi56SSW/XFJ2hZTNwSL49ujY+MwBMt9pGV45D7ij5MgAI9+8aeUfLG1AxEReTImW2TWjlOZ6DpvF747cNlge0pGPu7/YDd2nNKNdHl5yRAk9zE4BgC8ZGztQEREno3JFpmkbViaa6ZhaU6BGuO/O2SQcPl6G66DGBbkh6+e7sjWDkRE5NFYs0VGitRlmLzmqEHDUlP1WRoBeH3DcfSI6g1/X2+oy3Td4hX+Pvjzjd4c0SIiIo/HkS0y8u6W07hVLPbH0jYsLV+fFRddGwCQfbsEvx5Ph0Yj4HaxrqfWgFb1mGgRERGByRaVs+V4ukGN1sS4pvDyMpwe9PKSYUJcU+n5un+u4PmVB1FcqpG2TR8QY/9giYiI3ACnEUmy41QmXlp12GBbTD2FyWOb623/60K2wb4RHRuwaSmRpxm9GdCUAl78s0JUHn8rCIBuYWmh3PaUdBU6Ng4zOv50usrkefrHRuKD4W3sECERubSIKGdHQOSyOI1IKFKXYdbPJ6WFpfUtTjwHjcYwBdNoBIOGpVpj72+Mr57uaLc4iYiI3BFHtjzcjlOZmLb+mMlECwASz9zA8ysPYkJcUzSvp8DpdBWW6HWLB4BAXy989HhbDGTjUiIiIiNMtjyYtpeWpvzcYTmJZ24YJFf6ujeNwLLRHeHv642fj15DYUkZAvy8MaTtXXaImIhc1vF1gLoA8A0EWj/u7GiIXAqTLQ+lrdHSJlq1g/1w41YJACDE3wf5RWIbB19vmUH/LH3Bch8p0QKAeQkpyFAVoa7Cn8kWkafZMQvITwNC6jPZIiqHNVse6pdjadLUYVx0bbzWX9eqoXF4ILTdHswlWgDw8Yi27KVFRERUCSZbHmp3ynXp8cS4phjctj5CA30BACeuqRBbX4EQf9MDnzIAS+LbcxkeIiIiCzDZ8iBF6jKsO3QF//n+H/x5Pkva3jgiCP6+3pg/vI00onXimkqaStQnA7Aovj2L4YmIiCzEmi0PUKQuw/u/peCHvy6bnBaM+ygJC59oi74tIvHV0x3x+objyL5dYnRcWJAfPnisNUe0iIiIrMBkq4bbcSoTk9ccldY6NCW/qBTjvzuEr57uiL4tItEjqjd+OZaG+VtTpKL5EZ0aYu7gWNZoERERWYnTiDVYwvF0vPC/QxUmWloaAXh17VFk3SrGiWt5SDiRLiVaYUF+TLSIiIiqiCNbNdSW4+l4adVhafmduOjamBjXFDH1FEhJV2GxXmNSbXuH/KJSdHxnp8F5vGTAB4+1ZqJFRERURRzZqoG0C0rrJ1rLR3dCx8ZhCJb7oGPjMCwf3Qlx0bUBmG/vEBbkJ00tEhERUdVwZKuGyS0owSurjxgsKD0xrim8tLcZ3uHlJcOEuKZGneGVAT64r0kE+jSPxKDW9awa0aodIjf4TEQeJLiO4WcikjDZqkG2HE/HpNWHodYYbo+ppzB5fHMT2+9rEoEvnupQpff/5eXuVXodEdUA4/c4OwIil8VpxBpiXsJpTFxlnGgBQEq6yuRrTpvY3qc5pwyJiIhsiclWDTBn00l89fsFs/sXJ56Dptxq0xqNgCWJ5wy2hQX5YRCblRIREdkUky03N/67Q/j2wGWDbXHRtfHD2M6odWf5ncQzN/D8yoM4eCkbt4pLcfBSNp5fedCgXksG3nVIRERkD6zZcmPvJ5zGtuRMg23aOw+9vGT4cHgbjP/uEDSCmHCVL4bXCpb74OMRbat91+H0jSeQV1gCZYAf5j3aqlrnIiI388srQGEOEBAKPPKps6MhcilMttxURl4hvjQxdTi2xz3SnYeVLb8DAE93bYT/PtzcJiNaiSnXkaEqQl2Ff7XPRURu5ux2ID8NCKnv7EiIXA6nEd3QjlOZ6P5Bosl9E1cdwY5TutGuvi0i8ecbvfHusJYGx8kALI5vj7eHtuTUIRERkR0x2XIzO05l4oXvDqFUY7oRaW6BGuO/O2SQcPn7eqNZZIj03FsGfP1MRzzMYngiIiK7Y7LlRorUZXht/TEId/KsuOjaWP9iN5yc2x/rX+wmdYTXCMDrG46jSF0mPi935+HswbHsCk9EROQgTLbcyC/H0pBboAZQ+RI82bdLsOHwVaM7D4PlPniiY0OnfQ1ERESehgXybiC3oARv/XoKm4+mSdssWYLnvz+dNDrXxyPaskaLiIjIgZhsubgPt53B4nLNRwHrluDRWhLfntOHREREDsZpRBdmLtECrFuCBxDvPBzIgngiIiKHY7LlonILSowSrZi6ujsKLV2Cx8cLWMo7D4mIiJyG04gu6r2E0wbP46JrY3F8e9z/wW7kFKilJXgmxDVF83oKnE5XYUniOYMu8QE+Muyf8SBqBfo5JObBbesjr0AN5Z1lgojIg7R6DCjMBQJqOTsSIpcjEwTBdMMmN6NSqaBUKpGXlweFwnzdkrvo8t5OZKqKpefrX+yGjo3DsONUprQET0VkEHtpsUaLiIjI9qzJOziN6KK0PbK0tAXx2iV4woLMj1YFy32YaBEREbkITiO6KH9fb+QVlkrPU9JV6Ng4DICYcPWI6o1fj6dj3T9X8NeFbACAwt8H0wc2x7B2d7G9AxERkYtgsuUCitRl+OVYGnanXEdeoRrKAF/cHRZoMI24OPEclo/uJPXW8vf1xqPt7sKW47reW7MeicXwDg0cHj8RERGZx2TLyRKOp2Pq+mMoKCmr8LjKCuJDA30xyMl3HPZekITrqmLUUcixe0ovp8ZCRA72eUcgPwMIqQu8fMjZ0RC5FCZbTjR70wmsPPCvxccnnrlhcLehlgzA/OFtnD51WFBchlvFpQgu5o8VkccpuQ2U5AMlIZUfS+Rh+FfRSYYt3ocjV/JM7pMBuDssAJezCys9j7+vFz4fxc7wRERErorJlhOMW3nQbKIFAAKAy9mFaKSXcHVsFIqzmfkoKCmDlwyoo/DHCw/ciyc6NnT6iBYRERGZx2TLwdYe+hc7Tl83uS/E3weNwwNx4pq45M6/eiNbtUPkWP+f+xwSIxEREdkO+2w5UMLxdExbf8Ls/vyiUiSnqdDqLrGnln7f0rxCtZ2jIyIiInvgyJaDbDmejpdWHZaex0XXxsS4poipp0BKugqL79xZqBGASzcLjF6vDOASOERERO6II1sOsONUJiauOiyNVMVF18by0Z3QsXEYguU+6Ng4DMtHd0JcdG0A4ghXeX2aswCeiIjIHTHZsrMidZnBiBYATIxrKjUn1fLykmFCXFOT5wjy83Z6Dy0iIiKqGiZbdjbhh39QXKox2KZd57C85ma2f+gCPbSIiIioalizZUe5BSXYnWLchFR/nUN9p9NVRttGd70bA91kVOvdYS1RpNbA35c5PJHHGfQxUFoI+AQ4OxIil8Nkyw60ax1+uitV2lZX4Y8MVREA43UOAUCjEbAk8ZzBedo1VGLu0FaOCdoGWFdG5MGiH3J2BEQui8mWje04lYlp648hp8CwVUOGqggyiO0cKlvnEAD6Nq+DpaM7OTZ4IiIisjkmWza041Qmxn93CBrB9H79zebWOQSA+cNb4YmOd9s+QCIiInI4Jls2UqQuw7T1x6REy1wfLQDSCJcpS+Lbu02NVnknruahpEwDP28vtGqgdHY4RORIaUeAMjXg7QvUb+fsaIhcCpMtG9l4+Ko0dajto6WtydL20Xp+5UEknrkBAcCITg2RV6DGgYs3kXvndd2ahLttogUA4/53CBmqItRV+OPAjD7ODoeIHOnHeCA/DQipD0w57exoiFwKbxuzgR2nMjF7c7L03JI+Wpdu3kZxaZmUaAHAF0+2t3+wRERE5FAc2aom7TI8+tOClvTR+utCtsG+iXFNUSvQzx4hEhERkRNxZKsaEkwkWoDYR8sUU320ZBATrdf6R9s+QCIiInI6jmxVQZG6DO//dhrf/nnZ5H5L+mgp/H0woFU9TB8QwxEtIiKiGozJlpW2HE/H1HVHUajWLcETUzcErz8UjclrjyG3QF1pH62wID/8+UZvLsFDRETkAZhsWeHDbWewuFyXdwBIycjHq2uP4ckujfBF0jloBPN9tLxkwAePtWaiRURE5CFYs2WhTUeumky0tHIK1Pgi6Rz+06spwoJMTwv6esvw1dMd0bcFl7UhIiLyFBzZssCW4+mYtOaY9Nxcw1KNAPz497/YPaUntpxIx39/OmlwnreGtGSiRURE5GE4slWJhOPpmLjqsPRc27C0Y+MwBMt9pIalcdG1AQDZt0uw8/R1NIsMMThPWJAfhrW7y6GxExERkfNxZKsC2h5a+ipqWKqt0dp5KhPFpWXSfhk8o05r55SeEAQBMpms8oOJqGZ56W9AEAD+/hMZYbJlxo5TmSZ7aFnSsFR/CR4ZgEXx7T1i+jBYzh8nIo8lD6n8GCIPxWlEE7SLSptaLNqShqX6idbi+PZ42I3XOyQiIqLqYbJlwi/H0qRFpctbnHgOGo1hGla+YSkAhAb64utnOrr1wtJERERUfZz3MWF3ynWjbSH+PsgvKq20YSkAPN31bvz34RY1vkarvGV7LyC/qBQh/j4Y2+NeZ4dDRI705yKgOF+cTrzvJWdHQ+RSmGyZkFdoPKrVODwQyWmqChuWAp69zuGyvReRoSpCXYU/ky0iT7N/MZCfBoTUZ7JFVA6nEU1QBvhKj0P8xXz0xDUVYusrpOemfDKijccmWkRERGQaky0TesfUkR43Dg+EttPDiWsq5BeVmnzN4vj2GNqugSPCIyIiIjfCZMuER9rUR2igOLpV2YiWDMAS3nFIREREZjDZMsHf1xvzh7epdERL20OLdxwSERGROUy2zOjbIhJfPd3R7KLSYUF++PqZjhzRIiIiogrxbsQK9G0RiR5RvfHr8XTsOp2JvEI1lAG+6NM8EoNa1/O41g5ERERkPSZblfD39cbwDg0wvAOL34mIiMh6nEYkIiIisqMqJVsHDx7EwIEDERoaiqCgIHTu3BmrVq2y6hwajQaLFi1C69atERAQgNq1a+OJJ55AampqVUIiF9DyLgXa3V0LLe8yvVg3EdVg9doADTqJn4nIgEwQBFPrLZuVlJSE/v37w8/PDyNHjoRSqcTGjRtx8eJFvPvuu5gxY4ZF53nhhRewdOlStGjRAg8//DAyMzOxZs0a+Pv7488//0SLFi2s+kJUKhWUSiXy8vKgUPCPPREREdmPNXmHVclWaWkpYmJicPXqVezfvx/t2rUDAOTn56Nbt244c+YMTp06haioqArPk5iYiN69e6NHjx7YsWMH5HI5AGDXrl3o27cvevTogT179lgaFgAmW0REROQ41uQdVk0j7t69G+fPn0d8fLyUaAFASEgIZs6cidLSUqxYsaLS8yxduhQA8M4770iJFgD06dMH/fv3x++//46zZ89aExoRERGRS7Iq2UpKSgIA9OvXz2ifdpslI1JJSUkICgrC/fffb7Svf//+Fp+HiIiIyNVZ1fpBW7xuapowNDQUERERlRa43759G+np6WjZsiW8vY37VGnPXdl5iouLUVxcLD1XqVSVxk/2NXblQdy8XYLwID8sG93J2eEQkSOtGgkUZAGBEUD8amdHQ+RSrBrZysvLAwAolUqT+xUKhXRMdc6hf5w58+bNg1KplD4aNmxY4fFkfyevqXDk31ycvMbEl8jjpB8Drh4UPxORAbftszV9+nTk5eVJH1euXHF2SERERERGrJpG1I5GmRt10lbmV/cc+seZI5fLDYrriYiIiFyRVSNbFdVT5eTkICsrq9K2D0FBQahXrx4uXryIsrIyo/0V1YURERERuRurkq2ePXsCALZv3260T7tNe0xl57l9+zb++OMPo33btm2z+DxERERErs6qZKtPnz649957sWrVKhw9elTanp+fj7fffhs+Pj4YM2aMtD0rKwspKSnIysoyOM8LL7wAAHjzzTdRUlIibd+1axe2bduGBx54AM2aNavCl0NERETkWqxKtnx8fLBs2TJoNBr06NEDL7zwAqZOnYo2bdogOTkZc+bMMUiSFi1ahObNm2PRokUG54mLi8PYsWOxd+9etGvXDtOmTcPo0aPx8MMPQ6FQ4IsvvrDNV0dERETkZFbfjRgXF4d9+/ahe/fuWLt2LZYsWYLw8HB8//33+O9//2vxeb766it89tlnkMlk+Oyzz7BlyxY88sgj+Pvvv61eF5GIiIjIVVm9ELWrysvLQ61atXDlyhWujegkvT9KwvX8YtQJkWP31F7ODoeIHOnzjsCtDCC4LvDyIWdHQ2R3KpUKDRs2RG5ubqUdFGpMsnX16lU2NiUiIiKHunLlCho0aFDhMTUm2dJoNEhLS0NISAhkMpnJY7RZKEe/XAuvi+vitXFdvDaui9fGNdn6ugiCgPz8fNSvXx9eXhVXZVnV1NSVeXl5VZpZaikUCv4CuCBeF9fFa+O6eG1cF6+Na7Lldals+lDLbZfrISIiInIHTLaIiIiI7Mijki25XI7Zs2dzTUUXw+viunhtXBevjevitXFNzrwuNaZAnoiIiMgVedTIFhEREZGjMdkiIiIisiMmW0RERER2xGSLiIiIyI7cOtk6ePAgBg4ciNDQUAQFBaFz585YtWqVVefQaDRYtGgRWrdujYCAANSuXRtPPPEEUlNT7RS1Z6jutdm3bx+mTJmCDh06IDw8HP7+/oiJicHrr7+O3Nxc+wXuAWzxe6NPrVajbdu2kMlkiImJsWGknsdW1yY/Px+zZ89Gy5YtERgYiFq1aqF9+/aYO3euHaKu+WxxXXJzczFr1iy0bt0aISEhiIiIQKdOnbBo0SIUFRXZKfKa7fvvv8f48ePRsWNHyOVyyGQyfPvtt1afxyF5gOCmEhMTBT8/PyE4OFgYO3asMGXKFOGee+4RAAjvvvuuxecZN26cAEBo0aKF8NprrwnPPPOMIJfLBaVSKSQnJ9vxK6i5bHFtIiMjBW9vb6Fnz57CpEmThMmTJwvt2rUTAAhNmjQRMjMz7fxV1Ey2+r3RN3PmTCEoKEgAIERHR9s4Ys9hq2tz+fJloUmTJoJMJhP69u0rTJs2TXjllVeEhx9+WGjVqpUdv4KayRbXJScnR7j33nsFAEL37t2FKVOmCC+99JLQpEkTAYDQu3dvoayszM5fSc3TqFEjAYAQEREhPV6xYoXV53FEHuCWyZZarRaaNGkiyOVy4fDhw9J2lUolxMbGCj4+PsLZs2crPc/u3bsFAEKPHj2EoqIiafvOnTsFmUwmPPDAA3aJvyaz1bV5//33hbS0NINtGo1G+M9//iMAECZMmGDz2Gs6W10bff/884/g4+MjfPbZZ0y2qsFW16a0tFTo1KmTEBAQIOzevdvk+5DlbHVdPvjgAwGAMHnyZIPtxcXFQqdOnQQAwp49e2wef023Y8cO4dKlS4IgCMK8efOqlGw5Kg9wy2Rr27ZtAgDh2WefNdq3evVqAYAwffr0Ss8zatQosz/kDz30kABAOHPmjE1i9hS2ujbmpKWlCQCE2NjY6oTpkWx9bYqLi4VWrVoJ3bt3FzQaDZOtarDVtdEeO3PmTHuE6XFsdV3Gjx8vABB27NhhtG/GjBkCAGHdunU2idlTVTXZclQe4JY1W0lJSQCAfv36Ge3TbtuzZ49F5wkKCsL9999vtK9///4Wn4d0bHVtzPH19QUA+PjUmDXUHcbW12bOnDlITU3F8uXLIZPJbBKjp7LVtVmzZg0A4PHHH8eVK1fw5Zdf4v3338e6detw69Yt2wXsIWx1XWJjYwEAW7duNdiuVquxc+dOBAQEoFu3btWMlqrCUXmAW/7F0hatRUVFGe0LDQ1FREREpYVtt2/fRnp6Olq2bAlvb2+j/dpzs1DeOra4NhX55ptvAJj+x48qZstrc/DgQcyfPx/vvfcemjVrZtM4PZGtrs2hQ4cAiDeYTJ48GcXFxdK+2rVrY+3atejVq5dtgvYAtrouY8eOxXfffYcFCxbg0KFD6NSpE4qLi7F161bk5ORg1apVuOuuu2weP1XMkXmAW45s5eXlAQCUSqXJ/QqFQjqmOufQP44sY4trY87Ro0cxd+5c1KlTB9OmTatyjJ7KVtemuLgYY8aMQbt27TBlyhSbxuipbHVtrl+/DgB4+eWXMWnSJFy5cgU3btzAZ599hry8PAwdOhTp6em2C7yGs9V1CQgIQFJSEp566ins2bMHH330ET7//HOcP38e8fHx6N69u03jJss4Mg9wy2SLPM/FixcxaNAglJWVYfXq1YiIiHB2SB5r5syZSE1NxTfffGPyf4PkPBqNBgAwaNAgvP/++2jQoAEiIiLw8ssvY/LkycjLy8Py5cudHKXnycrKQt++fXHgwAFs2bIFubm5yMjIwJdffokVK1agS5cuyMnJcXaYZEdumWxps1Bz2aZKpTKbqVpzDv3jyDK2uDblXb58GXFxcbhx4wbWr1+PuLi4asfpiWxxbQ4fPoyFCxfiv//9L1q1amXzGD2VrX5vtMcMHjzYaN8jjzwCQDfVSJWz1XV59dVX8eeff2LDhg0YOHAglEolIiMjMW7cOMyfPx8XLlzAJ598YsvQyQKOzAPcMtmqaB41JycHWVlZJufY9QUFBaFevXq4ePEiysrKjPZXNFdP5tni2ui7dOkSevXqhbS0NKxduxaDBg2yWayexhbX5vjx4ygrK8OcOXMgk8kMPgDgzJkzkMlkqFWrls3jr8ls9XsTHR0NACa//9pthYWFVQ/Uw9jqumzZsgVhYWFo3bq10b7evXsDAP75559qRkvWcmQe4JbJVs+ePQEA27dvN9qn3aY9prLz3L59G3/88YfRvm3btll8HtKx1bUBdInWtWvXsGbNGgwZMsR2gXogW1ybZs2a4fnnnzf5AYj/A3z++efxzDPP2Dj6ms1WvzfaP9ynTp0y2qfd1rhx46qG6XFsdV1KSkqgUqlQUlJitO/GjRsAALlcXp1QqYoclgdUu3mEE6jVauHee+8V5HK5cOTIEWm7fqM5/b4YN27cEE6fPi3cuHHD4Dz6zcyKi4ul7WxqWnW2ujYXL14UGjVqJPj4+AgbNmxwVPg1mq2ujTlgn60qs9W1uXDhgiCXy4U6deoIV69eNThP27ZtBQDCzp077f711BS2ui79+/cXAAhvvvmmwfaioiJp3+eff27Xr6Wmq6zPlrPzALdMtgRB/Ab5+voKwcHBwrhx4wyWUHjnnXcMjp09e7YAQJg9e7bRecaOHcvlemzMFtdGu/RC165dhdmzZ5v8IOvZ6vfGFCZb1WOra6Pt5h8eHi6MHTtWmDhxotC4cWMBgPDCCy846KupOWxxXY4cOSKEhIQIAITOnTsLkydPFv7zn/9IS/h06NBBKCwsdOBXVTMsXbpUGD16tDB69Gihffv2AgDh/vvvl7b99NNP0rHOzgPcNtkSBEH466+/hIceekhQKpVCQECA0LFjR+H77783Oq6ib3JZWZnw2WefCbGxsYJcLhfCw8OF4cOHs3N8NVX32gCo9IOqxha/N6Yw2ao+W12bzZs3Cz169BCCg4MFf39/oUOHDsLXX39t5+hrLltcl7NnzwrPPvuscPfddwu+vr5CQECA0KpVK2Hu3LnC7du3HfBV1DyjR4+u8G+E/nVwdh4gEwRBqP5kJBERERGZ4pYF8kRERETugskWERERkR0x2SIiIiKyIyZbRERERHbEZIuIiIjIjphsEREREdkRky0iIiIiO2KyRURERGRHTLaIiIiI7IjJFhEREZEdMdkiIiIisiMmW0RERER2xGSLiIiIyI7+H+9BC4QfBe1eAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m5+dLJRZPPPGE9HNortTUVPz9998AOKpla16ODoCcW3BwsNHtmuk+AEY7dtdEdwjd3K7KJSUlRrc3bty42tf99NNPGD9+PMrLy6VtISEh8PPzg0wmQ0VFBW7cuIHi4mKz4rDE1atXAVQ/tQAALVq00Du+KlPXAdBei9pO51YnICAAW7duRXx8PM6fP4/nnnsOzz33nN4xzz//PHbv3o20tDSEhoZa7b0106WA/iiXq9G9dqb+DVfdV931NodKpcJjjz2GzZs3w8vLC6tXr8awYcNqjO/hhx9Gq1atDI5p3rw5EhISsHz5cuzcuRMqlQqenp51ilGjYcOGuHz5sk2u8SuvvILFixcDAD755BM89dRTVn8PwPxrrPt/TF2vMQCsWrVK+n+tNsmSZlTLz88Pjz76aJ3jIdM4skUOoSmq9vf3l4bua/q46667jJ6ruv/0r1+/jokTJ6K8vBxDhgzBnj17UFJSgsLCQuTm5iInJwfr16+3xZeox9y/aJ1xBCcqKgopKSn4+OOPERcXhzZt2qB9+/YYNWoUfv31V3z66ae4cOECAJgcvauNVq1aSaN5ujcvuBrdUeArV66YPE53n+5rLKVJtNauXQtPT098//33GDNmjMnjdf8QiI6ONnmcZl9xcbFVEyPN6PWxY8esdk4AeO2117Bo0SIAwMKFC/HSSy9Z9fy6goODpeTJHtdY49tvvwUgju5r6mrNVVFRge+//x6AeCOUNf9QIkNMtsghNEXipaWlOHPmjM3eZ9u2bVAoFAgNDcWWLVswePBg+Pv76x2Tk5Njs/fXjLpdunSp2uM0U5iNGjWyWSx1ERQUhOnTp2Pnzp04d+4cMjMzsXnzZtx77704dOiQ9Ne8OVO65vLy8sKdd94JQKx9s8XIoz1ER0dL06u6NxNUpdnXpEmTWtcvqVQqPProo1izZo2UaNV012y3bt2kx9Ul+7aa1o2LiwMAXLt2zWp1k6+++ioWLlwIAFiwYIHJekdr0iSN5lxj3eNrKzk5WarTrM2o1s8//4y8vLxav54sw2SLrE7zi8XU3WuA2EpB8x/2mjVrbBaLJsmJjIw0Wbi6c+dOk68352upjuYOycuXL0t3fVWlUqmQlJQEQKyPcTWaqYjo6Girxz9t2jQAQGFhoXTXpjk0dUjOICAgQEpCf//9d6PHCIKA7du3A4DJ6b6aaBIt3RGtcePG1fi69u3bS3V5aWlpJo9LT08HIE7BN2zYsFYxGvPkk09KP5uaGxHMYeoav/LKK/joo48AiInWq6++ap1AazB06FAAwL59+0xOJWquf6tWrep8R6Tm5y44OBgPP/xwrV/fvn17DB48uE6xUM2YbJHVaW4tLygoMHlM48aNpbvoFi5caDIR0aht8bdcLgcg3t5eVlZmsP/YsWNG77LTMOdrqc7QoUOlX0ym7kb86quvpBq28ePH1+p9HCUpKUmaytD0/LKm+Ph4Kfl4++23sWHDhhpf8/XXX2PZsmVWj6UuJkyYAED8fmkKknWtX78e586dA6C9A9cSKpUKCQkJWLt2Lby8vPDDDz+YlWhpaO6+W79+vTQlrOvKlSvSnbLx8fFWvREiPDwcb775JgCxjcGMGTNqTLj+/PNPqUeerldeeUWaOvzoo4/slmgBwGOPPQZPT08UFRVJdWK6Lly4IP1h+fjjj9fpvUpKSqRzjR8/3uIedP/++6/0R+ZTTz3llOUL9Y69uqeSc7FkuR5TNMdU7cCdmZkp7Vu7dq3J1589e1Zo2LChAEBo1KiR8M033wgFBQXS/mvXrgkbN24UHnjgAWHYsGF6r626XI8pp0+flrp3P/jgg1LH+/LycmHt2rVCo0aNpBiMfb2JiYlSZ/s///zT5PtU10H+888/l84/ZcoUIScnRxAEsbP4Z599JnXvHjt2rMFrzVmbsabrpdlXmw7ygiAIn376qfDDDz9IcQuCIGRnZwsffPCBEBAQIAAQEhISTL5+8ODBdVqiJC8vT+pkL5PJhISEBOGPP/4QKioqpGOysrKE7777TujVq5cAGC5ErVKphGvXrkkfR44ckb4vmzdv1ttXVlZmEENdOsgLgiAolUppIermzZtL6x+qVCph3bp10qoLphairu79KysrhfHjxwuAeetHGnPz5k2hVatWAgCha9euektYJScnCz169BAACP7+/kJaWppF8ZlDrVYLY8eOlc4xYMAAYdOmTXoLNisUCmHLli3CAw88IMhkMoNVDV577TXp9R9//LHFMdS1g7wgaFcB8PHxEZYuXSotRH3o0CGhU6dO0goBuv/P1eb9NevPAhD++ecfi+PUXC8vLy8hKyvL4teT5ZhsuSlbJluCIAhxcXHS/uDgYKFVq1ZCq1atDH4JHjlyRGjdurXeUjahoaHS8juaj7vvvlvvdeYmW4IgCK+//rreueRyuZTgtGnTRvjhhx9Mfr1KpVKIjIyU9oeGhkpfi+6SH5Yu1xMaGqq39FFsbGyNy/WYYutka9SoUdI5/Pz8pMRA8zFp0iRBqVSafH1dky1BEITCwkLhkUce0VuiSPN99PPz04snOjpaOHTokN7rzVnrsrpfdHVNJjQx6P5bDwgI0Iu9Z8+eQn5+vtHXVvf+e/fulfYZW1aqumWmdKWnpwvNmzeXzhUUFKT3cxgUFCRs2bLF4vjMpVarhXnz5kmLNev+/6G7hBcAISwsTPjf//4nvfbixYvSPmPLhNW0bJggWCfZKisrE4YPH653PXRjb9iwocG/zdq8/8CBAwUAQrdu3SyOUaVSSYn1/fffb/HrqXY4jUg2sWHDBkyfPh0dO3aEUqnExYsXcfHiRYPpuJ49eyItLQ2LFy/G3XffjfDwcBQVFUGtVqNDhw5ISEjAmjVrpAaotfHBBx/gf//7H/r27Qt/f38olUq0b98es2bNwtGjR6u9K8jLywu7du3C5MmT0bp1axQXF0tfi6brsjk+/vhj7N69Gw899BAiIiJw8+ZNBAcHIzY2Ft9++y0SExOtciu4LUyZMgVPPPEEoqKi4OPjg4qKCrRp0wZPPPEE9u3bh+XLl+u1AqlKcwdW//79ax1DSEgI1q5di6NHj+KVV15BTEyM9G/F29sb0dHRmDBhAn799VecOHHCKZsztm7dGikpKXjrrbfQpUsXyGQyeHt7o3fv3vjoo49w8ODBWt0Rplu7pFQqkZubW+1HaWmp0fNERUUhNTUVb731llQ0r1KpEBkZif/85z84efIkRo4cafS1mmvcsmXLWt9lJ5PJ8NZbb+HcuXN4//33MWTIEDRr1gwVFRWorKxEq1atMHr0aCxfvhwXLlzQm4rT/R6o1eoavweW/OxawtfXF7/99huWLVuGgQMHIjAwEEqlEh06dMD06dORmppa53+bp0+flm4kqE1h+86dO6WehSyMtx+ZINSy8peIqAaXL19Gy5Yt4enpidTUVKsvk0LOoX379jh79iyWL1+OSZMmOTocIqfDkS0ispndu3cDEAvEmWjVT5cuXcLZs2fRsWNHi5e5IXIXTLaIyGaSkpLg6+srLcZN9Y8moX777bet1lWeqL7hNCIRERGRDXFki4iIiMiGmGwRERER2RCTLSIiIiIbMt0cx8Wo1WpkZWUhODiYSw8QERGRTQmCgKKiIjRr1qzGJazqTbKVlZWFli1bOjoMIiIiciOXLl1CixYtqj2m3iRbmu7bly5dkhYPJjLHkI/24GpRORoH+2L3K3c5OhwichafxwA3c4CgJsALhxwdDTkZhUKBli1bmrX6R71JtjRThyEhIUy2yCJefoHwqPCEl58f/+0QkZafJ6CUiZ/5fwOZYE7pEgvkiYiIiGyIyRYRERGRDTHZIiIiIrIhJltERERENsRki4iIiMiGmGwRERER2VC9af1AVFuTB7VBUVklgv3440BEOgZMA8qLAN+a+ygRVUcmCILg6CCsQaFQQC6Xo7CwkL2SiIiIyKYsyTs4jUhERERkQ0y2iIiIiGyIRSrk9m6WV0IQBMhkMgT58keCiG4pLwIEAZDJWLdFdWLxyNb333+PKVOmICYmBr6+vpDJZPjuu+8sfmO1Wo3FixejW7du8Pf3R6NGjfDII48gMzPT4nMR1cXdi/ai69wduHvRXkeHQkTOZHFf4IOW4meiOrA42XrzzTfx9ddf4+LFi2jatGmt3/jZZ5/FCy+8AJVKhRdeeAHx8fH45Zdf0KdPH6SlpdX6vERERETOxOJka/ny5bhw4QKuXbuGZ599tlZvmpSUhGXLlmHQoEE4cuQIFixYgJUrV2Lr1q1QKBR47rnnanVeIiIiImdjcbJ19913o1WrVnV602XLlgEA3n33Xfj6+krb4+LiMHz4cPzxxx84ffp0nd6DiIiIyBk45G7EPXv2IDAwEHfccYfBvuHDhwMA9u5l/QwRERG5PrvfelVcXIzs7Gx06dIFnp6eBvs7dOgAADUWypeXl6O8vFx6rlAorBsoERERuZbCLGD9RCDrMKBWiXeS+jUABr0C9HkK8PZ3SFh2H9kqLCwEAMjlcqP7NV1YNceZMn/+fMjlcumjZcuW1g2UiIiIXMeaR4FPooHLfwPqSgACIKiB0nxgxyzgg9uAjG0OCc1lm5rOnDkThYWF0selS5ccHRIRERE5wjdDgYxfqz9GVQGsGe+QhMvu04iaES1TI1ea6UBTI18avr6+esX1RERE5IaSvwUu/aO/rcMwYNAMIKIzkJsK7FsEZO4Q9/08FWiXbtcpRbuPbAUGBqJp06Y4f/48VCqVwX5NrZamdouIiIjIqJObga3T9bd1GAaMXwvc1l/s/H9bf/F5h2Hi/tIbQOpPdg3TIWuTDB48GGvWrMGff/6JO++8U2/f9u3bpWOI7GHZEzGoUKnh4+mys+pEZAvjVwMqJeDp7ehIyJiMbcCGCYbbB80APKr8f+7hAQx8WTu6deo3oEeC7WPUvL0tT56Xl4eMjAzk5eXpbX/mmWcAiN3oKyoqpO27du3C9u3bceedd6Jjx462DI1I0rWFHL1bhaJri+qnronIzTTrCbTsK34m51KSD6w3kmgB4tShMU26aB+XFVg9pOpYPLK1fPly7N+/HwBw4sQJaduePXsAAKNHj8bo0aMBAIsXL8a8efMwZ84czJ07VzpHbGwsJk+ejOXLl6Nnz5649957kZubi7Vr1yIkJARffPFF3b4qIiIiqp9SNwObnhYL3o3JTRWnDqvKOal97NfAFpGZZHGytX//fqxcuVJv259//ok///wTANC6dWsp2arOV199hW7duuGrr77CZ599hqCgINx333147733OKpFREREhna9LRa7V2ffIrFGS3cqUa0G9n+sfR45wjbxmSATBEGw6zvaiEKhgFwuR2FhodSri8gcu9JzUaZUw8/bA3HREY4Oh4icxanfgcpSwMsfiLzH0dHQ8XXAT09rn+vecXjlCPD9Q4Baqd038GVx6jDnpJhoaeq1PH2AN/6t892IluQdDimQJ3Im//fTSeQoytAkxI/JFhFp/TodKMoCgpsx2XK01M2GiZbu6FXbwcDD3wFrHxWfZ+7QJldV3b/Y7p3kefsVEREROa+MbeISPLqM3XEYPRKIm1P9uTqNArqPtWp45mCyRURERM6pJB/YNBlAlYonU3cc9tUZ/fKo0rKj31Tgkf9ZNTxzMdkiIiIi53NyM7AoEqgoFp8HNdbuy001/hrdOw419VsAcP8SYMR8q4doLiZbRERE5Fx2vS02LNVt79Dzce3jfYvEOwx1Vb3jUGPQDKDXY7aJ00xMtoiIiMh5pG423t6h37OAf5j4OHMH8ONY4OJfQHmR+PnHsfpF8d4BwJiVQNxbdgm7OrwbkYiIiJyDslRcKFojqDFw86r4OP8cMGqJeMehoK7+jsM+k4Fh79r9rkNTOLJFREREzuHkJm2NVodhwBCduwv3LQI63gOM/QEIaGj6HINmAPcucppEC2CyRURERM7i9O/ax4NmAF0fMpw69A8Fph4EBs7QL5oHgAeWOcW0YVWcRiS3F+DriSBfLwT4ejo6FCJyJj6BgE+w+JnsQ3eB6IjO4uiUWVOHMrGpaefR9onTQky2yO3tnnGXo0MgImf0wiFHR+B+dBeI1iwoHRUvTh3+8jxQct3wNT5BwIPLxOOcFKcRiYiIyDl01FkWSbe9Q1Q8MD0VGLVUf+rQ0wd46YRTJ1oAky0iIiJyFl0eNN3eIesYkLZZe3ciINZoBYQ5IlKLcBqRiIiInIPZNVoQC+i7jLZreLXFZIvc3vvb0lFYooQ8wBuz4qMdHQ4ROYsdbwKlBYB/A7FnE9mHOTVao5Y4bTG8MUy2yO39ciwLOYoyNAnxY7JFRFonNgJFWUBwMyZb1qAsFftonf5dvOvQr4FYo9XlQcOeWFHxQLtUIPUn4NRv2uMjRwCdH3CqHlrmYLJFREREtpWxDfh5GlCar789/RdxBHHUEsMid29/oEeC+OHiWCBPREREtnNyM7BmvGGipVGaD6xNEBOyeorJFhEREdlG6mZgwwTj+3xDgKY9xMeCAPz0jDjVWA8x2SIiIiLry9gGrJ9oen+5AshJ0SZc5UVAylp7RGZ3TLaIiIjIugqzgPUTAAji86DGYquGVzKBp7aLi0wDYnuH/PPa1x3+zt6R2gWTLSIiIrKexLeAT6IBVYV2282rYkf4Jf2Aknxg/FptwlVeqD2u4JJ9Y7UTJltERERkHeueAP78r+n9pfliw9LTvwMDX7ZfXA7GZIuIiIjq7vg6IO1n7fMOw8Qpw5mXDacOf3keaNjO8BzyFvaJ1c7YZ4vcXmxUYxSWVkDu7+PoUIjImXQcBpTeAPxDHR2J8yvJBzY/q33eYZg4Vehxa0zntv7i8x/HisvvlFwHDn5peJ6YJ+0Tr53JBEEQHB2ENSgUCsjlchQWFiIkJMTR4RAREbmHk5uBn57Wr9F6aruYYFV18S9gxT3i46DG+otK+wQDr2a6THd4S/IOjmwRERFR7ex6Wyx8ryqis/Hjm3TRPtZNtADgwa9dJtGyFGu2iIiIyHKpm40nWgCQm2p8e85Jw20+QcC4Hw2X66lHmGwRERGRZZSlwM9Ttc+DGuvv37cIUKv1t6nVwP6Ptc9lMqDfs8CrZ+p1ogVwGpEI932+H9eKytEo2BdbXhjo6HCIyFl8NVic6gpqDEzZ6+honMvJTUBFsfi4wzAgehTwyzTt/swdYjH8wJfFqcOck2KilblDe8xLaYC8mX3jdhAmW+T2rhWVI0dR5ugwiMjZ3LwKFGU5OgrndPp37eNBM4Cm3YHE2fqLTWfu0E+udN3xotskWgCnEYmIiMhSZQXaxxGdxcL2UUsAmRlpRadRwNC3bRaaM+LIFhEREVVPWSpOHZ7+XUy08jK1+3JTxTYPUfHA2B/EhqUl1w3PIfMCRn8BdH/EbmE7CyZbREREZNrJzWIxvLLY+P7fXgeeThIbmEbFA+1SxcRs11xtewdPH2DGKSAgzF5ROxVOIxIREZFxu94GNkwwnWgBQPYxYFms2LC0vAjIOgakbdbvo/XAMrdNtACObBEREZEx1fXRqir7mLYzfFWDZgBdRlspKNfEZIuIiIj0Ve2j1WGYmDRFdBZrtPYtMn2noYZPkFg033m0TUN1BUy2iIiISF/VPlrVLSqtEdwUCO8A+DUAIkcAnR+ot8vvWIrJFhEREemr2kfLo0qJt4eH2LBUN9kK7wBM2GKf+FwMky1yezPjo1BaoYK/j6ejQyEiZzL0bUBZAngHODoS+6vaR8sY3UWlAXFEi4xiskVub1SP5o4OgYicUbeHHR2B4+gmTpo+WlVVXVQ6coRNQ3JlbP1ARERE+jrq3FlozqLSPoFijRYZxWSLiIiI9HV5EPC/1RdLs6i0po/Wxb8Mi+PvX8pi+GpwGpHc3tlrN6FSC/D0kKFdoyBHh0NEziIvE1BXAh5eYvF3fVOSDyS+BZzZKbZ68PYH2t8t1qoFhIltG9Y+Cgjq6heVZh+tGskEQRAcHYQ1KBQKyOVyFBYWIiQkxNHhkAvp//4u5CjK0CTEDwdnxTk6HCJyFouigaIsILgZMCPd0dFY1663gX0fAzCWAsiAQS8DcW8BGdtMr3Xo5n20LMk7OLJFRETkTna9XUNneEG7P+4tca3D1J+AU7+Jdymyj5bFmGwRERG5i8Is/USrus7w+z4GBjwvTin2SBA/qFZYIE9EROQOTm4GPtXpjaXpDH9bf8A3WNsZvsOwWwcIwM45joi03mGyRUREVN/9NhPYMAEQVNptTboCqnL94zSd4TUyE+0TXz3HZIuIiKg+Wz0O+Hup4fZ9i4CPO4lF8Lp0O8MrS20bm5tgskVERFRfrXkMOP2b6f2l+WJ7B92ES7czPAvgrYLJFhERUX105HsgQ2dh6A7DgKe2AzMvi581tVmCWmzvoCw17AzfYah9Y66neDciERFRfZO6Gfhlmva5phje49YYi6YYXtMJvuQ6sHchkHtCp3mpDLh7nr0jr5c4skVERFSfZGwD1k/U3zZohjbR0qhaDL9/kX6X+EEvi20fqM44skVu75fn74BKEOApkzk6FCJyJs8kAWoV4OHp6EjMpywFfp4Gg87wEZ2NH69bDK9r0AyxoSlZBZMtcnuNQ/wcHQIROaPgJo6OwHInN4lF7wDg6att7ZCbKk4dVqVbDA8AMi/gpROAvJlt43QznEYkIiKqL07/rn3c7i7t432LxOJ3XVWL4QHgoW+YaNkAky0iIqL6oqxA+3jERwBulUdk7hCL4S/+BZQXiZ81xfEa/aYCXUbbMVj3wWlEcnur//4XJRWVCPDxQkK/2xwdDhE5i0MrgIpiwCcQiHnS0dGYx6+B9nFRlljkrlkLMXOHfnKlq+MIYMR8m4fnrphskdv7bFcmchRlaBLix2SLiLT2LhATluBmzplsleQDiW8BZ3aKhfHe/kBoG+3+fYvE9g6AuKh01aJ5jaj7gHHf2zxcd8Zki4iIyNXsetswgSorAIqytc81U4cDXwZ6TQS2vQqcS9JfD/H+JUCvx+wUtPtiskVERORKdr2tnRqsicmpQxnw8HdA59FWDIxMYbJFRETkKkryb41o3dJhmNgTK6Kz2N5h3yLTdVkaAQ2B+xcDUfG2jZUkTLaIiIhcReJbkKYOa1qCBwBa3SEmV2UFYvF85Aig8wNcYNrOmGwRERG5ijM7tY+rW4JHk2zlnwOe3Ga/+Mgo9tkiIiJyFcpS7WNzluDRPZ4chiNbREREzkhZKi6/c/p37TSg7t2H5izBw+lCp8Bki4iIyNlkbBMXlNasc2iMpo+W7lRi1SV4Ogy1XYxkNiZb5PbahAci2M8L4UG+jg6FiJxJw3aAXwgQ2Mi+75u6GVg/ESabkGro9tFq0kUc0dr/sc7diDLg7nm2jZXMIhMEoYar6RoUCgXkcjkKCwsREhLi6HCIiIgsd3IzsGGC9nltWjtoDJoBxL1lkzDJsryDBfJERETOIGObYaI1fq1Yl+UbrG3t0GFYDSeSMdFyMpxGJCIicjRlqVijpcuc1g4BDQFPH+3aiB2GilOHAWH2iZvMwmSLiIjI0U5uMiyGN6e1A2TAjAybhUXWwWSL3N6La44iv7gCYYE++O+4no4Oh4icxcbJQMl1cfTooeW2fa/TvxtuM6e1A7kEJlvk9v4+l48cRRmahPg5OhQiciYX/gSKsoDgZrZ7D00vrYsHDPeZ09pB3sJ2sZHVMNkiIiJyhJp6adXY2gFAzJP2iZXqhMkWERGRvZ3cDGyYCLN6aZlq9eATDHQba+XAyBbY+oGIiMieUjebTrR8Q4DQNmacRAY8+DWX43ERTLaIiIjspabu8OUKoOBi9QmXTxAwbjUQFW+DAMkWOI1IRERkD1WnDk11hxfUQImROi5PHyDmKeDuuRzRcjFMtoiIiGwtY5thoqV7p6GmO/yPY8WEq7xQ+9qAcGDYO0DnB5hkuShOIxIREdmS1B1eZ+qwuu7wVbW6HeiRwETLhTHZIiIishVlKbDt1Vp2h78lcoT14yK74jQiub1xfVuiqKwSwX78cSAiHb0nAGUKwC+kdq+vro+Wud3hAxqK04fk0vjbhdzeS3d3dHQIROSM7nqj9q+tqY+WOd3hIQPuX8zpw3qA04hERETWVF0fLcjET5ru8Bf/AsqLxM+a4njNcWO+Y3uHeoIjW0RERNaSsa36Plq62012h5cBD38HdB5t7ejIQWo1spWcnIz4+HiEhoYiMDAQffv2xerVqy06R0FBAd566y1069YNwcHBCA8PR58+fbB48WKUlZXVJiwiIiLHqXrXYYdhwFPbgZmXxc8dhukcLDNxEiZa9ZFMEIQaFmbSt2fPHgwfPhw+Pj4YN24c5HI5Nm3ahPPnz+O9997DrFmzajxHQUEBevfujXPnzmHgwIHo168fysvL8dtvv+Hs2bMYMmQIEhMT4VH1tthqKBQKyOVyFBYWIiSklsWM5Jb6v78LOYoyNAnxw8FZcY4Oh4icxaJooCgLCG4GzEiv+fijPwA/TxUfV+2jBYg1WXpThVXdmjrsMrqOgZM9WJJ3WDSNWFlZicmTJ0Mmk+GPP/5Az549AQBz5szBgAEDMGfOHDz88MPo0KFDtef5+uuvce7cOUyfPh0ff6wtBqyoqMDAgQOxe/du7N+/H3feeacl4RERETnO6d+1j6vro2Us2QpoKBbDs0arXrJoGnH37t04e/YsEhISpEQLAIKDgzF79mxUVlZixYoVNZ7n3LlzAID4eP1/VD4+Phg6dCgA4OrVq5aERkRE5FhlBdrHlvTR6vUEMD2ViVY9ZlGytWfPHgDAsGHDDPZptu3du7fG83TuLP4j/P333/W2K5VK7Ny5E/7+/hgwYIAloRERETmWXwPt49xU48cY66M1YgHbO9RzFk0jZmZmAoDRacLQ0FCEh4dLx1Rn8uTJWLVqFRYtWoRDhw6hT58+KC8vx++//44bN25g9erVaN68ebXnKC8vR3l5ufRcoVBY8qUQERFZV8d7gPRfxMfso0U6LBrZKiwUF8aUy+VG94eEhEjHVMff3x979uzBY489hr179+Kjjz7C559/Lk1RDhw4sMZzzJ8/H3K5XPpo2bKlJV8KERGRdXV5EPAPEx+zjxbpcEhT07y8PAwdOhQHDx7E1q1bUVBQgJycHHz55ZdYsWIF+vXrhxs3blR7jpkzZ6KwsFD6uHTpkp2iJyIiMsLbHxi1BJDd+tWauQNYcQ8wv4X4WTfRevg73nXoRixKtjQjWqZGrzS3Qdbk5ZdfxoEDB7Bx40bEx8dDLpcjIiICTz/9NBYsWIBz587h008/rfYcvr6+CAkJ0fsgIiJyqKh4YOwPYi2WMQENgXGr2UfLzVhUs6Wp1crMzETv3r319t24cQN5eXm4/fbbazzP1q1bERYWhm7duhnsGzJkCADg8OHDloRGRETkHKLigXapQOpPwKnfxLsU/RoAkSPERaVZo+V2LBrZGjx4MABgxw7DHiGabZpjqlNRUQGFQoGKigqDfdeuXQMgjlwRERG5JG9/oEcCMHYVMGGL+LlHAhMtN2VRshUXF4e2bdti9erVOHbsmLS9qKgI77zzDry8vDBx4kRpe15eHjIyMpCXl6d3njvuuAOVlZV455139LaXl5dL22JjYy38Uohq55OxPbDyqb74ZGwPR4dCRM7kwa+BxzaKn4nqwOLlepKSkjB8+HD4+vpi/PjxCAkJkZbreffdd/F///d/0rFz587FvHnzMGfOHMydO1fafuzYMdx5550oKipC3759cccdd6CsrAzbt2/HuXPn0Lt3b+zfvx9+fn5mx8XleoiIiMheLMk7LL4bMTY2Fvv378fAgQOxbt06LF26FA0bNsT333+vl2hVp0ePHjh8+DCefPJJ5OTkYPHixfjuu+8QGBiIefPm4Y8//rAo0SIiIiJyVhaPbDkrjmwRERGRvdhsIWqi+uivs9dRoVLDx9MDA9qZuF2biNzP+X2Aqhzw9AXaDHJ0NOTCmGyR25u+9hhyFGVoEuKHg7PiHB0OETmLTc8ARVlAcDNgRrqjoyEX5pAO8kRERETugskWERERkQ1xGpGIiNyTshQ4vgY4vBIovLW+rrwF0Hsi0H2cQ0Oj+oXJFhERuZ+MbcCmp4GKm/rbS/KAX18CdrwJePo4JDSqf5hsERGRe8nYBqxNAKrrfFQ1CSOqAyZbRETkPpSlwM/TtIlWh2HAoBlARGcgNxXYtwjIrLr+b71oR0kOxAJ5IiJyHyc3AaX54uMOw4Dxa4Hb+gO+weLn8WvF7bqUpfaPk+oVJltEROQelKXAP8u0zwfNADyq/Br08AAGvqy/rbLM9rFRvcZpRCIiqt+UpUDiXODQN4Baqd0e0dn48U266D8X1DYLjdwDky1ye+waT1SPmbrrEBBrtG7rb7g956T+84732CY2chucRiQiovrp5GZgTYLpOwv3LQLUVUat1Gpg/8f62yJH2CQ8ch9MtoiIqP5J3QxsmAjjdxLKxE+ZO4AfxwIX/wLKi8TPP47VvxvRPwzo/IDt46V6jdOIRERUv2RsA9ZPhOmWDTrbM3cYafWgIQNGLQG8/a0bH7kdJlvk9j7deRpFZZUI9vPCS3d3dHQ4RFQXmj5aMKePlgwmEzKfYKDjMODCfiAnBbjrDTsET/UVpxHJ7a355xK+2X8ea/655OhQiKiuEuda0EfLSKLlJwfu+y/waqY4rXhwibh2IlEdMNkiIiLXV5IPrBwF/POldpu5fbR03fOBuBA1pw7JijiNSERErm3X28C+j2EwUmVuHy2NgIYshieb4MgWERG5rsS3xDosY1OCuanGX1O1jxYAQAbcv5gjWmQTTLaIiMg1HV8H/Plf7XNNMbyGuX20fIKBcauBqHjbxUpujckWERG5noxtwE9Pa59riuHvfFXsjQWY10erz2SxGJ6JFtkQa7aIiMi1KEuBzVOrbCsBjv8IdHlQ7I219lFxTcPq+mg9vBLoPNrm4RJxZIuIiFzLb68DZTf0t13YD/w8Ffi4k/h87A9iwbsp/Z5lokV2w2SLiIhcx5rHgCPV9L0qzRdHtQBgeiowcIbhMf5hwN1zbRIekTGcRiS3169tGPKLKxAW6OPoUIioOqvHAad/0z431R1eUAO/PA+8eALIPaF/DpmH+UvwtL4DKLle/QgZkRlkgiCYWjzKpSgUCsjlchQWFiIkJMTR4RARkTX9Pkvs5q6hKYjXbVqqVusXwGuSMA2/UGD0UhbDk1VYkndwGpGIiJxb6mb9RAswrzu8bqLV8R5gRjoTLXIIJltEROS8lKVi4XtVlnSHv+NFIGEtG5aSwzDZIiIi53VyE1BRLD4Oaqzdbm53+AeWAUPftk1sRGZiskVub/zXBzH0470Y//VBR4dCRFWd/l37uOfj2sfmdIfv9yzQ/ZHav/d3I4El/cTPRHXAZIvc3vm8YmRevYnzecWODoWIqior0D7u96z53eE9feve3uH6WeBahviZqA7Y+oGIiJyXXwPt4/xz5neHv/9z1miR02CyRUREjqcsFeuzTv8ujmb5NRDvIGw3BEj/RTxm3yKx3cPYH8Q+WiXXjZ8r6j6g+1h7RU5UIyZbRETkWBnbgJ+nid3fdaX/IvbG8gkCKm5qpw4HvgxMPQgc/BI4tgq4eVX7mo4jgHHf2zd+ohow2SIiIsfJ2KadFjSm7AYAGSCTAYJQ/dRh/2nAPe/bLFSi2mKyRUREjqEsFUe0NImWqeV3IADewYCXN1CSb3genyCxlosLS5OTYrJFRESOcXKTduqw6vI7t/UXn2vuMKwoAob/F/D0AU79pq3rihwBdH6AxfDk1JhsERGRY+j20Kpu+R3NtOGZXcDYVUCPBPvFSGQF7LNFRESOodtDy5zld3SPJ3IhHNkit/efuA4oqahEgA9/HIjsSreHVm6qOHVYle7yO7rH28Pg18SlgnwC7fu+VO/wtwu5vYR+tzk6BCL31PEewx5aulOJVZffiRxh3/hinrTv+1G9xWlEIiJyjC4Pmr/8TkBDsRCeyAVxZIuIiBzD29+85XdkHsD9i3nHIbksJlvk9q4qyqASBHjKZGgc4ufocIjqD1NL8HR5UJs4RcVXv/xOQEMx0YqKt2fkoqIcQK0CPDyB4Cb2f3+qN2SCIAiODsIaFAoF5HI5CgsLERIS4uhwyIX0f38XchRlaBLih4Oz4hwdDlH9YGoJHkCcOhy1RD+BUpYCqT85Vw+tRdFAURYQ3AyYke6YGMhpWZJ3cGSLiIisq6YleErzxf1jf9AmXN7+Yv8s9tCieogF8kREZD0l+cCmyfpL8Dy1HZh5WfzcYZi4XVCLU4fKUsfFSmQnTLaIiMg6MrYBn3QRe1MB2iV4busP+AZrl+DRJFwl18WpQ6J6jskWERHVnWbqUFms3VbdEjwap36zT3xEDsRki4iI6qbq1KEGl+AhAsBki4iI6qLq1GFQY+2+3FTjr3HkEjxEDsBki4iIaufkZmBNgv7UYbOe2sf7FolL7uhy9BI8RA7AZIuIiCx3fC2wYQKAKq0aT28HIBMfcwkeIgDss0VERJba9bY4amWSTgLGJXiImGwR/fB0P6jUAjw9ZI4Ohcj5ndysn2h1GCbedRjRWazR2rdIJ7mSwWDkCwB8goAHlzlmCR5LTPgFUFcCHvxVSXXD5XqIiMg8ylJgQTttjZamj5Zuewe1Wn+qsMM9QPYR4OZV8blPIPDSSSAgzL6xE1mZJXkHa7aIiMg8JzdZ3kcr83dtoiXzAB5czkSL3A6TLSIiMs/p3/Wfm9NHS8MnSH8tRCI3wolocns/H7uC0goV/H08MapHc0eHQ+RclKXiiNbp34Hzf+jvy00Vl+CpSrePFnBr6vCE641opawHlCWAdwDQ7WFHR0MujMkWub352zKQoyhDkxA/JltEujK2AT9PA0rzje//7XXg6STDmi3dPlqQue7UYeJbQFEWENyMyRbVCacRiYjIkGatQ1OJFgBkHwOWxZruowUAY77j1CG5PY5sERGRvpJ8YKPOWofVtXfIPgasuMf4eR74Gugy2h4REzk1jmwREZFWxjZgUZRhe4fb+gO+weLn8WvF7dUZNAPoPtb28RK5ACZbREQkytgGrE0AVOXabea0d9DlEwiMWQnEvWW7OIlcDKcRiYhIvOvw52lA1T7X5rR38GsAtLlTXFS68wNcgoeoCiZbREQktnfQFMMHNdY2IjWnvUObO4Gxq2wfI5GL4jQiERHpNyzt+bj28b5FYjsHXVXbO0SOsG1sRC6OyRYREQFlBdrH/Z4F/G/1xcrcIbZzMNXeIaChOHVIRCZxGpHcXqNgX73PRG7Jr4H2cf45YNQSsc+WoBYTK93eWbruX1x/a7SCGut/JqolmSBUrYZ0TZasvk1ERFUc/QH4ear4WNPu4fTvwC/PAyXXjb+m37PAiA/tFyORE7Ek7+A0IhERAV0eNJw69A8Fph4EBs4wHN3xCwXunmv3MIlcEacRiYhInAoctUTssyUI1U8dQgaMXlp/pw+JrIzJFhGRO1CWAsfXAIe/Awovi9vkLYHeE4Du48TEKSoeGLsa+OkZsRjeGJ9g4MGvud4hkQVYs0Vub+amEygsrYDc3wfzH+zq6HCIrC9jG7DpaaDipvH9PkHAg8u0CZSyFEhZKyZmBZfEbfIWQMyTQLex7jOiteVFoPSGOJ16338dHQ05GUvyDo5skdtLyriKHEUZmoT4OToUIuvL2AasSQBQzd/VFTfF6cOxq8WEy9sf6D1R/HBnp3cARVlAcDNHR0IujgXyRET1lbIU2DwVeolWh2HAU9uBmZfFz5oFpQUB+GWa+BoisiomW0RE9dXJTUDZDe1zTUuH2/oDvsHi5/FrtQlXST6Q+pNjYiWqx5hsERHVN8pSsW/W7nf0tw+aAXhU+W/fwwMY+LL2+anfbB8fkZthzRYRUX2SsQ34eZp2UWldEZ2Nv6ZJF+1j3WV7iMgqOLJFRFRfZGwTl9gxlmgBQG6q8e05J7WPdZftISKrYLJFRFQfKEvFES1BLT7XFMLf+7H2mH2LALVa/3VqNbBf55jIEbaPlcjNMNkiIqoPTm7SjmjpFsL3SDBchufiX2LT0ot/ic81neIDwoDODzgmfqJ6jDVbRESuTFkqJlq6xfBNugKqcsDDX2cZnkfFUS9Ty/DIZMD9S9ynYSmRHTHZIrd3f49mKCxRQh7g7ehQiCxjqhh+3yLg0AoxyYqKv7UMzw+mC+d9g4EHuASPga4PAaUFgH8DR0dCLo7L9RARuaIj34tNSKsj8xCTLE0SdXYPsGqU+NjTR7w7sfdE91qCh8hKuFwPEVF9tnoccFqnH1aHYWIPrYjO4h2H+xaJU4WCGvjleaBdKuDpCxxcon3Nff8V67mIyOZqVSCfnJyM+Ph4hIaGIjAwEH379sXq1astPk9RURHmzJmDLl26ICAgAA0aNECvXr0wb9682oRFRFT/LbvbMNGqtiv8dWDvwiqF8A1ZCE9kRxaPbO3ZswfDhw+Hj48Pxo0bB7lcjk2bNuHRRx/FhQsXMGvWLLPO8++//2LIkCE4d+4c7r77btx7770oLy/HmTNnsHHjRsyZM8fiL4aIqF7b9hpwJVl/W3Vd4TXJ1f5F2n0yD+D+xZw2JLIji2q2KisrERUVhcuXL+Ovv/5Cz549AYgjVAMGDMCpU6eQlpaGDh06VHselUqFAQMG4OTJk9i6dStiY2MN3sfLy7I8kDVbVFtDFu3BVUU5Gof4YveMuxwdDpFxJzcDGyYYbp95WRzRqqq8CJjfQn9bQEMx0WIhvHk+jwGKcoDgJsALhxwdDTkZS/IOi6YRd+/ejbNnzyIhIUFKtAAgODgYs2fPRmVlJVasWFHjeTZs2IDk5GS88sorBokWAIsTLaK6KClX4WZ5JUrKVY4Ohcg4ZSnw81Tt86DG2sfmdIUPbgqM/gKYnspEyxIVxUBFkfiZqA4sSrb27NkDABg2bJjBPs22vXv31nietWvXAgAefvhhXLp0CV9++SU++OADrF+/Hjdv3rQkJCKi+u/kJkCp8wu/5+Pax+Z0hY97SyyG59QhkUNYNISUmZkJAEanCUNDQxEeHi4dU51Dh8Th2P3792P69OkoLy+X9jVq1Ajr1q3DXXfdVe05ysvL9V6nUCjM+RKIiFzP6d/1n/d7VuyjVZqv7Qo/8GVxQemck2KixWJ4Iqdh0chWYWEhAEAulxvdHxISIh1TnatXrwIAXnjhBbz00ku4dOkSrl27hs8++wyFhYUYPXo0srOzqz3H/PnzIZfLpY+WLVta8qUQETm3wizg2xHAuxFA+hb9ffnnxIalslv/hWfuAFbcI9ZorbhHv0M8i+GJHM4hayOqbw15jxw5Eh988AFatGiB8PBwvPDCC5g+fToKCwvxzTffVHuOmTNnorCwUPq4dOmSPUInIrK9dU8An0QD/x4AKssAVLmP6adngY73iA1LAxqaPs/9S1ijReQELEq2NCNapkavNJX55p7n/vvvN9h33333AdBONZri6+uLkJAQvQ8iIpe37gkg7efqj7lxHvi8F+AfCkw9CAycoV80DwAdRwC9HrNdnERkNotqtjS1WpmZmejdu7fevhs3biAvLw+33357jeeJjIxEXl4eGjRoYLBPs620tNSS0IiIXN/1c/qJlqnO8ICYcK24x/h5mvcBEtbYPl4iMotFI1uDBw8GAOzYYbhivGab5pjqDBkyBACQlpZmsE+zrXXr1paERkTk2jK2AYtjtM9r6gxvSt8pwNM7bRsrEVnEomQrLi4Obdu2xerVq3Hs2DFpe1FREd555x14eXlh4sSJ0va8vDxkZGQgLy9P7zxPPvkkfH198fnnn+PKlSt653n//fcBAI888kgtvhwiIheUsQ1Y+ygg6PR6q64zvDE+gcCYlUD8AtvFSUS1YtE0opeXF5YvX47hw4dj0KBBGD9+PEJCQrBp0yacP38e7777Ljp27Cgdv3jxYsybNw9z5szB3Llzpe1t2rTBwoUL8Z///Afdu3fHAw88AF9fX2zduhUXLlzAM888g7i4OKt9kUTVee+BLihTquHn7ZD7RcjdKUuBn6eJi0briuhs/PgmXXSeyIDo+4DIEWJ7B951aF0jPwEqSwEvfl+pbixu1R4bG4v9+/djzpw5WLduHSoqKtC5c2e88847ePTRR80+zwsvvIDWrVtj4cKFWLNmDSorK9G5c2fMmjULTz/9tKVhEdVaXHSEo0Mgd6QsFZuV/vO12C8LADx9AdWt/oG5qeLUYVW6neG9fIGxq2wfq7uKNFETR2Qhi9ZGdGZcG5GIXEbGNnE0S5NkaXQcDpzeLj7W1GzpTiWq1WIDU02RfKs7gCe32SdmItJjs7URiYiojjT1WVUTLQAY8REAmfhY0xn+4l/iotIX/9JPtADgweV2CZmI6oYrPpPbO3G5EBUqNXw8PdC1Rc194ohqTVkKbHpaW5/VYRigLAEu7BefF2UBg14WWzwAYmKVaXj3NwCg0yhA3sz2MbuzrKOASgl4egPNejo6GnJhTLbI7T39v0PIUZShSYgfDs7ijRlkQ4lzgYqb4mPNNOHxH7XJ1r5F4jYA2PcxDDrHa3QaBTzyP1tHSz8miAlwcDNgRrqjoyEXxmlEIiJ7UJYCh3SWIdO0dujyIOAfJm7TTB22Hwq8mAJ0uEcsmteQeQEvHGWiReRiOLJFRGQPJzcBaqX2uaa1g7e/uKj02kfF6UVTU4cyD/HOw4Zt7RMvEVkNR7aIiOzh9O/6z3NTtY+j4qtfVDqgobifi0oTuSQmW0RE9lBWoP983yKxlYNGVDzw4gn9ZqbNegKjvwCmpzLRInJhnEYkIrKFknwg8S3gzE6xXquyTH+/pj5r4MtiV/ick8D+j7UjXp4+wJO/sSs8UT3AZIuIyNp2vV393YQa1bV2iHmKiRZRPcFpRCIia9r19q0+WTUkWp7epvf5BAN3z7VmVETkQEy2iIispST/1ojWLR2GAU9tB2ZeFj837aHdp1IavFwkAx78mqNaRPUIky0iImsoyQeWD4U0ohXUGIgeBTTtDvgGi4tKP52kn3BVFdAQGLeaxfBE9QwXoia3d7O8EoIgQCaTIciXZYxUC9XVaPmHiX20NAnUxb+AFfeIj738gJZ9Ab8GQOQIoPMDHNFyJuVFgCAAMpmYMBPpsCTv4G8WcntMsKhOdswGDnxmen9pvtiwVNMnq0kX7T4vP2DCFtvHSLXDBIushNOIRES1dXyt6UTLN0Q7ZSiogV+eF1tA5JzUHsNRLCK3wGSLiKg2MrYBP00xvb9cAeSkaBOukuvikj37dQvoh9o0RCJyDpw/Ibe3fN85FJVVItjPC5MHcd05MoOyFPh5GqQarQ7DxIWlIzqLTUn3LRL7ZwlqIP+89nW75gI3r956IgPunmfnwMkiBxaLdVu+wcDtzzs6GnJhTLbI7S3fdx45ijI0CfFjskXmOblJrMUCxERr/FrA49ZEwW39xec/jhUTrvJC7eukRAvAoJeBgDD7xUyW+2sJUJQFBDdjskV1wmlEIiJL6S4qPWiGNtHS8PAQl+ExSia+Ju4tm4VHRM6FI1tERObQXeuw+Jp2e5iJ0VDduw41GnYAJu3giBaRm+HIFhFRTXa9DSxoCxxdBRRlA+pK7b7Pe4vF8lXp3nUIAJAx0SJyU0y2iIiqU9Nah+UKsY+WbsKlVuvfdQiwRovIjTHZIiIypaa1DjsME7cLauCnZ8UC+It/aYvjNW7/D2u0iNwYa7aIiExJfAt67R1quuvwow5VTiADHvgK6D7WnlETkZPhyBYRUVXKUuDoD8CJ9dptlt51qFlUmokWkdvjyBYRka6MbWLDUk0fLY2IzsaP173r0MMLiIznotJEpIfJFrm9Ls1D0LSBHxoG+jg6FHK0jG1isbugNtyXmypOHVale9dhYCNg7CrbxUf21bQ7IG8OBIQ7OhJycUy2yO0tn9DH0SGQM9AswaNJtDoMA2Qy4PR28fm+Rfo1W4DhXYdc67B+SVjj6AionmDNFhGRshTY9qp26jCoMRA9Crj3UwAycVvmDrEY/uJf4np5Bncdcq1DIjKOI1tE5N6M1WjdvAr8Mg3wDwM63Q+k/Sxuz9yh39JBF/toEZEJHNkiIvelqdGqWgyvUZoPpG8BOo2CNMJlgGsdElH1OLJFbm/yymRcL65Aw0Af1m+5iTKlCj8nn8GIxCkI0a3RGjRDvOswN1Ws0crcIdZwXdgPTE8Dfp0OZN5ahNrLD+j2iDh1yBGt+mn1OKAkTyyQZ/0W1QGTLXJ7J68okKMoQ5MQP0eHQnaQmJaLl9YcxQjVboz1Vogba2pYWnIdOJcEQOcuxZGfAD0S7B4/2VH2caAoCwhu5uhIyMVxGpGI3EZiWi6e+d8hFFeoMMTjqHaHOQ1Ld83V1msFNBT7aBERmYHJFhG5hTKlCq+uPyYtJy1HsXanOQ1Lb14VP8s8gPsXs2EpEZmNyRYRuYUtx7NQUFopPfcJ1qmzyk01/iLdhqWAOKI19gcgKt4GERJRfcVki4jcwu6Mq3rPw3ver32yb5HYoFRX1YalvZ4Apqcy0SIiizHZIiK3UFiq1HveaMB4sY8WUHPD0oCGwIgFnDokolrh3YhE5Bbk/t56zzPylIgZtUS7FqKphqWs0SKiOuLIFhG5hSFRjfWeL0k6A3XHEWINVkBDo68p9wlljRYR1RlHtoioXilTqrDleBZ2Z1xFYakScn9vDIlqjKGdItDA30sqkk86dQ2TViZjamx/RE89jqsH1+D6kZ9RUZSPQgTioFcfzHppFhAQ5OCviIhcHZMtcnuTB7VBUVklgv344+DqEtNy8dqG47hRol+f9dvJHIQGeOPR/q2xNOmM1P4h6dQ1JJ26dutZMwDPAQBkMuDr8THwY6Ll3gZME2v4fIMdHQm5OJkgCELNhzk/hUIBuVyOwsJChISEODocIrKzxLRcTFl1COpq/kfzkAHP3dUeKw9cwM3ySqPHBPl64ZOxPTC0U4SNIiWi+sCSvIN/yhORyytTqvDahuNSohUb2QjTYtsjqmkIMrIVWJJ0BkmnrkEtAD/+8y/2vx6L307mYPXf/+JKQSlkAJo18EdCv9vwQM/m8PP2dOjXQ0T1C5MtInJ5W45nSVOHsZGN8M2EPvDwkAEAYlqH4ZsJfTBpZTKSTl1DfnEFdqZfxfi+t2F839scGTYRuQnejUhu72Z5JYrKlCanlcj56TYsnRbbXkq0NDw8ZJga2156vis9126xkQsrLwLKFOJnojrgyBa5vbsX7UWOogxNQvxwcFaco8OhWtBtWBrV1HjtRLTO9qoNTomMWtwXKMoCgpsBM9IdHQ25MCZbRORyCkoq8P62dOw9fQ1lShXKlNqldjKyFYhpHWbwmvRshfS4aoNTIiJbYrJFRC5l4fZTeu0bqpq3JRU/TxuoN5WoVgtYmnRGeh4XzTsNich+WLNFRC5j4fZTWFJNogUAJ64oMGrJfiRfyMfN8kokX8iXiuMBICzQByO7NbVPwERE4MgWEbmIgpIKvdEpU+0dADHhevjLvwzO4SEDPnyoG1s7EJFdcWSLiJxemVKFe/67TxrR0rR3iGkdhiBfL6m9Q2xkI5PnCAv0wVePx7BZKRHZHUe2iMipbU3JxotrjqJSpzV8de0dNKNbvl4e6N0qFHJ/b8RFR2Bkt6Yc0SIih2CyRUROS1OjVZU57R38vD2w+un+NouNiMhcnEYkIqe0LSXbaKIFiO0djNFt78BRLCJyFky2iMjplClVeGXDcZP7lySdgbrKitNV2zvcFdnYZvEREVmC04jk9pY9EYMKlRo+nvzbw1lsOZ6FkgoVAKBBgDcKbq17qHmcdOoaJq1MxtTY9ohuGoL0bAWW6tyNKAMwc0SUo8Kn+mL8akClBDzZBJfqhskWub2uLeSODoGq0F3rMKpJMA6eywcATLmzLRZuPwW1ACSduiYlV1VNjW2PBgE+domV6rFmPR0dAdUT/FOeiJxGmVKF9Ycu4Z/z+dK2kd2aSY//OZ+PLx/rjbBA04lUdNNgvDo80qZxEhFZgiNbROQUEtNy8dqG47hRor9IdJvwAIQGeOPGrelDAPhsfA9cvF6CX45n4VROkTTNCAA/8g5EInIyTLbI7e1Kz0WZUg0/bw+umecAZUoVPvgtA98duGB0//J95/HhQ93w7PeHa5w+nMbpQ7KmU78DlaWAlz8QeY+joyEXxmSL3N7//XQSOYoyNAnxY7JlZ4lpuXh1/XEUlCoN9skACICUWL0yPBLL/jhnMPKlMS22PacPybp+nQ4UZQHBzZhsUZ0w2SIih0hMy8Uzqw5BMLGqtO7m6kazOjUNxuqn+3NEi4icFpMtIrK7MqUK09cekxKt6haVNiXQxxMLx3RHfLemdoiYiKj2eDciEdnd2uR/cbO8EoDYO8vXyxPn84rh5SEzuqj06B7aOxLDAn3w0cPdcXj2UCZaROQSmGwRkV2tO/Qv5vySJj0vKFHi99QcvLohBQPm70JiWq60qLTGiSuF0uN+bcIwpncLLsdDRC6D04hEZDcPfXEAhy/eMLn/RokSU1YdwlePx2BAu4bS9n/zS6THvImBiFwNky0isovJK5P1Ei1TdVpqAXh9Ywo+G99DOlapEou7wgJ9MJJTh0TkYjiNSEQ2t+6fS9iZrl2CJzayEb6Z0AcxrcMQ5OtlUKeVX1yBd39N1zuHhwz48KFunD4kIpfDZIuIbKZMqcLcX1Lx2qYUve2TB7WBh4dMb1vVOq2MnCLpcYC3B756PAZDO3EKkYhcD6cRye0F+HoiyNcLAb4cMbGmbSnZeGXDcZRUqAz2TVt9FAvHdDdInqKbhhgc6+vlgQMz49hHi+zPJxDwCRY/E9UBky1ye7tn3OXoEOqdhdtPYUnSGZP7C3QK4XUTrvRshd5xMgCLE3ox0SLHeOGQoyOgeoLTiERkVVtTsvUSrdjIRtjw7ACcnDccG54dINVlaQrhy5TiyJdaLWCpzusCfDzx9ROcOiQi18eRLSKymjKlCq9uOC491xTCa+qzNIXwk1YmI+nUNeQXV2DjkcvoGBGMpTpd4z1kwIE3hnBEi4jqBSZbRGQ1W45n6dVoTYttb7IQXpNY/d9PJw3O88FDXZloEVG9wWSL3N7729JRWKKEPMAbs+KjHR2OS9udcVXveZSRgnfAeCG8Ru9WoXgk5jarxkVUKzveBEoLAP8GwLB3HR0NuTAmW+T2fjmWhRxFGZqE+DHZqoUypQpbjmdhd8ZVHDibp7cvI1uBmNZhBq+pWgivcXd0Yyyf0McmcRJZ7MRGoCgLCG7GZIvqhMkWEdXa1pRsvGqivQMALEk6o1ezBRgWwmsseLAbHunb0maxEhE5Cu9GJKJaWbj9FKatPmIy0QKApFPXMGllMpIv5ONmeSWSL+RLxfEaoQHeWPZEDBMtIqq3OLJFRBbbfORKtX20dCWduqaXXOl6vH8r/N+90VyCh4jqNY5sEZFFNh+9jJfWHTO6L9jPC12bmy5+1zUttj3eGd2FiRYR1Xsc2SIis9XUGb6orBKpWQp0bR6CE1eMF8EH+nhiwZjuuLdbU1uFSUTkVJhsEZFZjHWGnxbbHlFNQ5CRrcCSW01J1QJw4XqJ3mvl/l64vV044qIjMLJbU45mEZFbYbJFRDUqKKnAf9YclZ7X1Bm+qKxS7/W3twvHF4/1tmvMRETOgjVbRFStxLRc9H1vJ1RqQdpWXWd4Y+Kiub4hEbkvjmyR24uNaozC0grI/bk8TFWJabl4+n+HDLZb0hk+0McTI1mfRa6o4zCg9AbgH+roSMjFMdkitzf/wa6ODsEpFZRU4LnvDxvdZ0ln+AVjurNGi1zTff91dARUT9RqGjE5ORnx8fEIDQ1FYGAg+vbti9WrV9c6CKVSiR49ekAmkyEqKqrW5yEi60hMy0X/+btQqTN1qGtJ0hmoq+wz1hl+Wmx73nVIRG7P4pGtPXv2YPjw4fDx8cG4ceMgl8uxadMmPProo7hw4QJmzZplcRDvvPMOzpwxr0EiEdlWYloupqw6BGN5VoMAbxSUKKXO8FNj2yO6aQjSsxVYeutuRI1PH+mB0b2a2zFyIiLnJBMEwfifrkZUVlYiKioKly9fxl9//YWePXsCAIqKijBgwACcOnUKaWlp6NChg9kBHDlyBP369cPHH3+M//znP4iMjERGRobFX4hCoYBcLkdhYSFCQsxrqkhE+sqUKgyYvws3SpRG979+TyQWbj9lNBHT9enY7hjds4UNIiQicg6W5B0WTSPu3r0bZ8+eRUJCgpRoAUBwcDBmz56NyspKrFixwuzzVVRUYOLEiejfvz+ef/55S0Ihspr7Pt+P/u/vwn2f73d0KA635XiWlGh5e8oM9v9zPh9fPtYbYYGmbyaIi2rMRIvqh68GA4uixc9EdWDRNOKePXsAAMOGDTPYp9m2d+9es883d+5cZGZm4vjx45DJDP9jJ7KHa0XlyFGUOToMp7A746r0+LbQAJzNKwYgLsNTVFYpTRN+Nr4HLl4vwS/Hs3AqpwgFtxK0QB9PLHm0l/0DJ7KFm1eBoixHR0H1gEXJVmZmJgAYnSYMDQ1FeHi4dExNkpOTsWDBArz//vvo2LGjJWEAAMrLy1FeXi49VyiMLw1CRNUrU6qw5XgWdmdcxYGzedL2sX1b4v1t4pR+64YBSM1SQC1Uv7D0p+N68s5DIqIqLEq2CgsLAQByudzo/pCQEFy+fLnG85SXl2PixIno2bMnZsyYYUkIkvnz52PevHm1ei0RiTYfvYzXNp5ARaXaYN9nu87Az8sDZZVqnLgirnd44XqJQXd4jU/HdsfQTmxeSkRUlUP6bM2ePRuZmZk4fPgwPD1r91fwzJkz8fLLL0vPFQoFWrZsaa0Qieq9qT8cwbYT2Sb33yyvhO7svqmFpQFgyp1tWadFRGSCRcmWZkRLM8JVlaYyvzpHjhzBxx9/jNmzZ6Nr19o3k/T19YWvr2+tX0/kzuZvS9dLtEwtKi0IgL+3J3y8ZCgsNRzRkgGYGtserw6PtGP0RESuxaK7ETW1Wsbqsm7cuIG8vLwa2z6kpKRApVJh7ty5kMlkeh8AcOrUKchkMjRo0MCS0IjITAUlFfjqj3PSc82i0jGtwxDk6yUtKh0b2QgAUKpUGU20BnYIx9G3hjLRIiKqgUUjW4MHD8b8+fOxY8cOjBs3Tm/fjh07pGOq07FjR0yaNMnovm+++QZyuRxjxoxBQECAJaERkRkKSirwwJI/9bZ1ahqCCpUafh7aKX3NotLGCuHDAn3w4UPdWJ9FRGQmi5uaRkZG4sqVKzh48CB69OgBQL+paWpqqnR3YV5eHvLy8hAeHo7w8PCag5HJ2NSU7K7/+7uQoyhDkxA/HJwV5+hwbGbh9lNYmnQGxn7gQwO8sWCMfoH7zfJKdJmzHQAg9/fC7e3CERcdgZHdmvKOQ3IPi6LF1g/BzYAZ6Y6OhpyMzZqaenl5Yfny5VCr1Rg0aBCeeeYZvPLKK+jevTtSU1Mxd+5cvTYOixcvRnR0NBYvXly7r4SIrGLh9lNYYiLRAoAbJUpMWXUIiWm50jbdRaVvbxeOLx7rjTG9WzDRIiKykMV3I8bGxmL//v2YM2cO1q1bh4qKCnTu3BnvvPMOHn30UVvESGRTM+OjUFqhgr9P/UwiCkoqsERngWhTxfBqAXh9YwoGdRgCH08PvUWl46I5ZUhuaOjbgLIE8GZZC9WNRdOIzozTiESGypQqjPx8H85cFTvBa4rhPTy0PR3UagGTViZL9VnTYtshLUshPff18sDxOcM4okVEpMOSvMMhfbaIyPYS03Lx6vpjKNC5k3BabHu9RAswLIZfknRWb/+HD3VlokVEVAdMtojqocS0XExZdQjqKuPWUU2N//UVbWJ7fNembFZKRFRHTLbI7Z29dhMqtQBPDxnaNQpydDh1VqZU4bUNxw0SLQDIyFYgpnWYwXbdYniNKXe2xcz4aFuESOQa8jIBdSXg4QWEV99Dkqg6TLbI7T267O961fphy/Es3ChRAgAaBHij4NZjAFiSdMZozZZuMXyb8ED8NPV2NAjwsV/QRM5o5f1s/UBWYVHrByJyfrszrkqPo5oE6+1LOnUNk1YmI/lCPm6WVyL5Qr5ecTwAJlpERFbGkS2ieqawVDuSNbJbMxw8l6+3P+nUNaOd4QEgLqoxEy0iIivjyBZRPSP395YetwkPQGiA9rm3p8zYSwAAfl4eWPJoL5vGRkTkjphsEdUzQ6IaS4+X7zuPDx/qBk2JllJlvK2eDMDnCb3Y4oGIyAY4jUjkosqUKmw5noXdGVdRWKqE3N8bQ6IaY2inCIQGeONGiVKaLnxleCSW/XFOKpzXZWxdRCIish4mW0QuaGtKNl7dcBwlFSq97b+dzEFogDcS+rXCF3vOQC1UX6P15B2t8fo9URzRIiKyISZbRC5Gs6i0KTdKlPhizxk8d1d7/PjPv8gvrjA4JizQBx8+1I2jWUREdsBki8iFbEvJrjbR0lALwI///IvdMwZjZ/pV7ErPlaYa46IjMLJbU45mERHZCZMtIhdRplThlQ3HpeexkY0wLbY9opqGICNbgSVJZ/SmC/OLK7Az/SrG9G6BMb255A4RkaPIBEEwfnuSi7Fk9W0iXVcVZVAJAjxlMjQO8XN0OEaVKVV46+eTWHfoMgAx0TLWCb5qg9IRXZrgi8d62z1eonqhKAdQqwAPTyC4iaOjISdjSd7BkS1ye86aYGkkpuXitQ3H9e4knBbbXi/RAgAPDxmmxrbXS7Z0G5wSkYWYYJGVMNkicmKJabmYsuqQwaLSUU2N/xUVXWW7boNTIiJyDDY1JXJSZUoVXttwXEq0GgVpl9HJyFYYfU16le1x0bzbkIjI0Zhskdtb/fe/WL7vHFb//a+jQ9Gz5XiWNHUYG9kIrw6PkvYtSToDdZXhLrVawFKdOxUDfTwxsltT+wRLVB8dWgEcWCx+JqoDTiOS2/tsVyZyFGVoEuKHhH63OTocye6Mq9LjabHt0aW5HPN/S5c6w09amYypse0R3TQE6dkKLK1yN+KCMd3Z3oGoLvYuAIqygOBmQMyTjo6GXBiTLSInpVvcHtU0BH7enlgwprtUw1VdZ/hpse1xL0e1iIicAqcRiZyUbnG7pkZraKcIfPV4DMICfYy+JtDHE0sTeuHV4ZF2iZGIiGrGZIvISQ2Jaiw91q3RGtopAgfeGIKFY7rpFc2P7dMSh2cPRTxHtIiInAqTLSIndV/3ZggNEEe3NDVayRfycbO8EieuFGLbiWxcuymuexgW6IN593dmjRYRkRNizRaRA5UpVdhyPAu7M65KaxcOiWqM+7o3M7tGy0MGfPhQNyZaREROiskWkYMY6wwPAL+dzMH729KxYEx3qUbr9Y0pyC+uMDhHWKAPPnyoG4Z2Yj8tIiJnxWSLyAG2pWRj2uojMLUw6Y0SJaasOoSvHo/B0E4RGNRhCH5Nycau9FxpBCwuOgIjuzXliBYRkZNjskVkZ1tTsvG8TqIVG9kI02LbI6ppCDKyFVhyq1+WWgBe35iCQR2GwM/bE2N6t8CY3i0cGjsREVmOBfLk9tqEB6JD4yC0CQ+0+XttrTKiFRvZCN9M6IOY1mEI8vVCTOswfDOhD2IjGwEA8osr8GtKts3jIiIjGrYDGkWJn4nqgCNb5PZ+fKa/Xd5n85EreGndMb1tnZqGoEKlhp+HdirQw0OGqbHtpWL4Xem5HNEicoSJvzo6AqonOLJFZAcLt58ySLQAYMmesxgwfxcS03L1tkc3DZEe63aSJyIi18Nki8jGtqVkY4nOAtFVaYrhdROu9Fsd4wH9TvJEROR6OI1IZEMFJRX4z5qj0nNziuF9PD2wVCc5i4tmWwciIlfGZIvc3otrjiK/uAJhgT7477ieVjvv1pRs/GfNUahuLbOjKYb38JABgFQMP2llMpJOXUN+cQU+352JtCyFVK8VFuiDkVx+h8gxNk4GSq4DAQ2Bh5Y7OhpyYUy2yO39fS4fOYoyNAnxs9o5F24/ZTB1OC22vZRoaVQthl+SdFbaJwM7wxM51IU/gaIsILiZoyMhF8eaLSIr23z0stEarSidondd0Ua2ywAsSejFzvBERPUAky0iK9qako2X1h43ui9Dp+hdV7qR7YsTeiGe04dERPUCky0iK0lMy8W01Uf0tkU1CZYeL0k6A7Vaf4EetVrQK4YHxBGte5loERHVG0y2iKygoKQCL+rcdQiIBfGbnrsdoQFi64akU9cwaWUyki/k42Z5JZIv5EvF8RqfPtKDiRYRUT3DAnmiOtqWko2X1h1DRaVab/u02PYI8PXCgjHdMWXVIagFMeHSTa50xUU1xuheze0RMhER2RFHtojqYOH2U5i6+ohBogVoC+KHdorAV4/HICzQx+R5An08seTRXjaLk4iIHIfJFlEtba3SGT42shHa6SxmrVsQP7RTBA68MQQfPdwd/dqG6Z1HBuDTcT3Z4oGIqJ5iskVUC2VKFV7doL3rUNOwdNKgNtK2qgXxft6eeLBncwToJFW+Xh74+okYtnggIqrHWLNFbm9c35YoKqtEsJ95Pw5lShXe+vkkSipU0jZNw9IHe7XA+9sycLO8UiqInxrbHtFNQ5CercDSW8vzAIC3pwx/z4pDgwDT04tE5EC9JwBlCsDPeI88InPJBEEQaj7M+SkUCsjlchQWFiIkhD8YZBuJabl4bcNx3ChR6m0/OW84gny9pGOeWXUI1f1kyWTA149zRIuIyFVZkndwGpHITIlpuZiy6pBBogUY1md9/XiM1PKhqiBfLyZaRERuhMkWkRk0fbQ0JViNgvSn/qrWZw3tFIE/Xx+i19TUUwY8eUdrHHrzbiZaRERuhMkWUQ22pWSj73s7pRqt2MhGeHV4lN4xxhqWTlt9BBk5RQDEQvjDs4dizn2dedchEZGbYYE8ub3+7+9CjqIMTUL8cHBWnN6+hdtPGSwqPS22Pbo0l2P+b+l6U4rVNSz95JEeLIQncjWLooGiLCC4GTAj3dHRkAvjyBaRCT8duWKQaAFA6/BA+Hl7YsGY7vCQ1XyeabHtuag0EZEbY7JFZMS2lGxMX3fM6L7Yj/YgMS23xs7wgT6eWJLQC68Oj7RhpERE5OyYbBFVkZiWi2mrj5jcX1RWiSmrDkkJ14E3hmDhmG56RfNj+7TE4dlDuag0EREx2SLSVaZU4bUNx6G5rzA2shE2PDsAJ+cNx4ZnByA2shEAQC0AL687hryb5ThxpRDbTmTj2s0KAEBYoA/m3c9CeCIiErFAnkjHluNZUtG7Zgkej1uFWTGtw8QleVYmI+nUNRSVVSLm3Z16r/eQAR8+1I2JFhERSTiyRaRjd8ZV6bFmCR5dHh4yTI1tb/S1gT6e+IrNSomIqAqObBHpKCzVtnKIamp8+YVoI9t9PGX4840hbO9AREQGOLJFpEPur11iR3cJHl3pRrZ/OrYnEy0iIjKKyRaRjiFRjaXHVZfgAQC1WsBSI01O2UeLiIhMkQmCINR8mPOzZPVtIl1/nb2OCpUaPp4e6HlbAwyYv0uvSH5qbHtENw1BerYCS5PO6HWJ/+SRHnigV3NHhU5EtnR+H6AqBzx9gTaDHB0NORlL8g4mW0RVJKblYsqqQ1BX85MhA7AkoRdHtIiI3JQleQcL5MmtlClV2HI8C7szrqKwVAm5vzeGRDXGfd2bSe0aNJ3hX9+YgvziCoNzhAX64MOHuvGuQyIiMgtHtsgtlClV+OC3DPzw90UoVYb/5EMDvLFgTHe9BKpMqcKvKdnYlZ4rJWZx0REY2a0p+2gREbk5TiMy2SIdiWm5eGnNURRXqKo9Tgbg6yfYJ4uIbmHNFlXDkryDdyNSvZaYlotn/neoxkQLAAQAr29MQZmy5mOJyA1segb4/iHxM1EdMNmieqtMqcLUHw7XuM6hrvziCvyakm3fQImIqF5jskX11rxfUqX6LM06hzGtwxDk6yWtc2gs4dqVnmvvUImIqB5jskX1TplShdV/X8SPyZekbZasc6i7ZA8REVFdsfUD1SuJabl4bcNxqSmphiXrHOou2UNERFRXHNmiekPTjLRqogVYts5hXDTvRiQiIuthskX1QplShVfXH5O6vntVmTI0d53DsEAfjGRXeCIisiImW1QvvPtrKgpKK6XnlVUSq6RT1zBpZTKSL+TjZnklki/kY9LKZL11DgHgw4e6sWEpERFZFWu2yOXN35aO7/++VONxSaeuGSRXuuT+3mxoSkREVseRLXJpH2xLx1d/nLPKufw5okVERDbAkS1yWdtSsvGlFRKt+K5NsfTRXlaIiIjqlRnpjo6A6gkmW+SSypQqvLLhuPQ8NrIRpsW2R1TTEGRkK7Ak6Uy1U4YA4OMpw4cPdccDvZrbOlwiInJjTLbI5RSUVODp/x1Cya31DjXd4TVNSzXd4Y0VwAOAt6cMb4/qggd6NmcxPBER2RyTLXIp843UaFXXHd5YsrX00d4shCciIrthskUuY+oPR7DthOEi0ZZ0h3/yjtYGidanO0+jqKwSwX5eeOnujtYJlohc354PgDIF4BcC3PWGo6MhF8a7EcklbD5yRS/RahTkIz02tzt8gI8nXr8nyuC4Nf9cwjf7z2PNPzW3jyAiN3J4JXBwifiZqA6YbJHTK1Oq8NpG/WL4V4drkyZzu8MvHNOdNVpERGR3TLbI6W05noUKlTaZmhbbHvf3aIbQAHHBaHO6w0+5sy3u5TI8RETkAKzZIqe3O+Oq3vOopiHw8/bEgjHdMWXVIaiF6rvDP3tnW7wRH22PUImIiAxwZIucXmGpUu+5pkZraKcIfPV4DMICfYy9DIE+nlia0IuJFhERORSTLXJ6cn9vvee6NVpDO0XgwBtDsHBMN72i+b5twnB49lDEc+qQiIgcjMkWOb0hUY31nlet0TpxpRDbTmTj2s0K6ZivH+/NYngiInIKrNkip1GmVGHL8SzszriKwlIl5P7eGBLVGEM7RSA0wBs3SrTTidXVaE25sy0aBBifWiQiIrI3JlvkFBLTcvHahuN6CRUA/HYyB6EB3kjo1wpf7DmDKh0eDMR3bYqZrNEiIiInwmSLHG5rSjaeX30EpvKoGyVKfLHnDJ67qz1+/Odf5BdXGBzj4ynDgoe6Y3QtFpXu1zYM+cUVJgvtichNtb4DKLkOBDR0dCTk4mSCINQwVmAoOTkZc+bMwV9//YWKigp07twZL730EhISEsx6/f79+/HTTz9hz549uHDhAoqLi9G6dWuMGjUKM2fORIMGDSwNCQqFAnK5HIWFhQgJMb58CzmfbSnZmGYi0Qr280LrhgE4cUW8+zAs0Ae7ZwzGzvSr2JWeK001xkVHYGS3pqzRIiIiu7Ek77A42dqzZw+GDx8OHx8fjBs3DnK5HJs2bcL58+fx3nvvYdasWTWeo0mTJsjLy8PAgQPRs2dPyGQy7NmzB0ePHkW7du1w4MABNG7cuMbz6GKy5XoS03LxzP8OmRzRAgAPGdC5WYiUcH30cHeM6d3CPgESERGZYLNkq7KyElFRUbh8+TL++usv9OzZEwBQVFSEAQMG4NSpU0hLS0OHDh2qPc+HH36IJ554Ak2bam/LFwQB06ZNwxdffIGpU6diyZIl5oYFgMmWqylTqjBg/i6pRis2shGmxbZHVNMQZGQrsCTpjFQAH+znhaKySgDAiC5N8MVjvR0WNxEREWBZ3mFR64fdu3fj7NmzSEhIkBItAAgODsbs2bNRWVmJFStW1Hie119/XS/RAgCZTIbZs2cDAPbu3WtJWOSCthzP0ku0vpnQBzGtwxDk64WY1mH4ZkIfxEY2AgAp0QIMG5wSERE5O4sK5Pfs2QMAGDZsmME+zba6JEre3mLzSi8v1u3Xd7pL8EyLbQ8PD5nefg8PGabGtjdo71C1wak1jP/6IPJuliM8yBc/PtPf6ucnIhf13Uig+BoQ2AiY+KujoyEXZlFWk5mZCQBGpwlDQ0MRHh4uHVMb3377LQDjyVxV5eXlKC8vl54rFIpavy/Zn+4IVVRT48Ov0Ua2x0VHWD2W83nFyFGU6Y2gERHh+lmgKAso4+8XqhuLphELCwsBAHK53Oj+kJAQ6RhLHTt2DPPmzUPjxo3x2muv1Xj8/PnzIZfLpY+WLVvW6n3JMXRHqDRrHVaVXmV7WKAPRnL5HSIicjFOMV93/vx5jBw5EiqVCmvWrEF4eHiNr5k5cyZefvll6blCoWDC5aSMdYYP9tP+01uSdAbfTOijN5WoVgtYmnRGei4D8OFD3djegYiIXI5FyZZmRMvU6JWmMt8SFy9eRGxsLK5du4aNGzciNjbWrNf5+vrC19fXovci+yooqcC01Udw4Mx1o+0dZAAEaNc6nBrbHtFNQ5CercBSnbsRZQAWJ/TC0E7Wn0IkIiKyNYuSLU2tVmZmJnr31r/9/saNG8jLy8Ptt99u9vkuXLiA2NhYZGVlYf369Rg5cqQl4ZATW7j9FJbojEwZo5uAmVrrUAZgSUIvxHP6kIiIXJRFNVuDBw8GAOzYscNgn2ab5piaXLhwAXfddReuXLmCtWvXYtSoUZaEQk7MnERLl8zE9rBAH3z9RAwTLSIicmkWjWzFxcWhbdu2WL16Nf7zn/+gR48eAMSmpu+88w68vLwwceJE6fi8vDzk5eUhPDxcrw6raqL1wAMPWOWLIccrKKnQq7Wqrlmpt6cMSpUAAcDYPi2hKFVyCR4iIqp3LEq2vLy8sHz5cgwfPhyDBg3C+PHjERISIi3X8+6776Jjx47S8YsXL8a8efMwZ84czJ07V9p+11134eLFi+jfvz9SUlKQkpJi8F66x5PreH9bujQ9qGlWqil81zQrnbQyGUmnrkGp0k4kKkqV7AxPRET1ksV3I8bGxmL//v2YM2cO1q1bJy1E/c477+DRRx816xwXL14EABw8eBAHDx40egyTLde097S27sqSZqXsDE9ERPVVrVo/9O3bF7/99luNx82dO9do0mTh2tfk5HRbO+TdrJC2W9Ks1Bad4c31n7gOKKmoRICPU3RCISJnMfg1oKIY8Al0dCTk4vjbheokMS0Xr204Lq1zqCsjW4GY1mEG26s2KwVs0xneXAn9bnPYexORE4t50tERUD1h0d2IRLoS03IxZdUho4kWIDYrVav1RzGrNisF2BmeiIjqNyZbVCtlShVe23AcmlwqNrIRNjw7AIfevFvqDq9pVpp8IR83yyuRfCFfKo7XYGd4IiKq7ziNSLWy5XiWNKJV9a7Djx/pgSmrDkEtmG5WCgB+Xh743Ak6w19VlEElCPCUydA4xM+hsRCREynKAdQqwMMTCG7i6GjIhXFkiyxWUFKB/+7MlJ6XKlXYeOQyypQqAMDQThH46vEYvfUPq4qLaoxjc4Y5PNECgPsX/4kB83fj/sV/OjoUInImX8cCn3QSPxPVAUe2yCLzt6Xjqz/O6W07eC4fB8/l4/1t6VgwpjuGdorA0E4RSHrlLsS8uxMA4OkhQ3iQD+6KbIyZI6LQIMDHEeETERHZHZMtMtuUVYewPTXX5P4bJUpMWXUIXz0eg6GdInA+r1jaN6xTBJuWEhGRW2KyRWZ5d0uqXqJlahketQC8vjEFd7SL1bvr0JGtHYiIiByJNVtUrTKlCrM3n8TyPy9I26KaBGNJQi/EtA5DkK+XtAxPbGQjAEB+cQUe/OKAVBjP1g5EROTOmGyRSYlpueg/fxdWHbyotz0jpwh3fLgbiWnakS7NMjy6xwCAh4ytHYiIyL0x2SKjNA1LC0w0LNXUZ+kmXFWX4QkL9JHqt4iIiNwVa7bIQJlShelrj+k1LK2uPmtQhyHw8/bUW4YnxM8LB94YwhEtIiJyexzZIgPvbU3HzfJKANqGpdXVZ/2akm2wDM+Irk2ZaBEREYHJFlWxNSVbr0ZrWmx7qTO8RtX6rPWHLxkswzNzRJTtgyUiInIBnEYkSWJaLp5ffURvW1SVOiwN3fqsv8/l6+2bcmdbl2pa+sPT/aBSC/CsklQSkZub8AugrgQ8+KuS6ob/ggiAdmFpocr2jGwFYlqHGRyvW5+la3jnCMyMj7ZBhLbTrlGQo0MgImcU3sHREVA9wWlEQplShbd+PiktLK1rSdIZqNX6KVjV+iyNyXe0xlePx9gsTiIiIlfEkS03l5iWi9c2HDeaaAFA0qlrmLQyGVNj2yO6aQjSsxVYeutuRI0Abw989HAPxLNxKRERkQEmW25M00tLXXXusIqkU9f0kitdA9uHY/mEGJe+8/DnY1dQWqGCv48nRvVo7uhwiMhZpKwHlCWAdwDQ7WFHR0MujMmWm9LUaGkSrUZBPrh2swIAEOznhaIysfWDt6cMSpXxbCzI18vlEy0AmL8tAzmKMjQJ8WOyRURaiW8BRVlAcDMmW1QnrNlyU1uOZ0lTh7GRjfDqcG2rhtYNA6C5Mc9UogUAn4zt4fKJFhERka0x2XJTuzOuSo+nxbbH/T2aITTAGwBw4ooCnZuFINjP+MCnDMDShF5choeIiMgMTLbcSJlShfWHLuG57w/jwNk8aXvr8ED4eXtiwZju0ojWiSsKaSpRlwzA4oReLIYnIiIyE2u23ECZUoUPfsvAD39fNDotGPvRHnz8SA8M7RSBrx6PwesbU5BfXGFwXFigDz58qBtHtIiIiCzAZKueS0zLxfS1x6S1Do0pKqvElFWH8NXjMRjaKQKDOgzBluNZWPB7hlQ0P7ZPS8y7vzNrtIiIiCzEacR6bFtKNp7536FqEy0NtQC8vO4Y8m6W48SVQmw7kS0lWmGBPky0iIiIaokjW/XU1pRsPL/6iLT8TmxkI0yLbY+opiHIyFZgiU5jUk17h6KySsS8u1PvPB4y4MOHujHRIiIiqiWObNVDmgWldROtbyb0QUzrMAT5eiGmdRi+mdAHsZGNAJhu7xAW6CNNLRIREVHtcGSrnikoqcCLa47qLSg9LbY9PDS3Gd7i4SHD1Nj2Bp3h5f5euL1dOOKiIzCyW1O3GNFqFOyr95mICAAQ1Fj/M1EtMdmqR7amZOOlNUegVOtvj2oaYvT4aCPbb28Xji8e622L8JzWlhcGOjoEInJGU/Y6OgKqJziNWE/M35aOaasNEy0AyMhWGH1NupHtcdGcMiQiIrImJlv1wNzNJ/HVH+dM7l+SdAbqKqtNq9UCliad0dsWFuiDkWxWSkREZFVMtlzclFWH8N3Bi3rbYiMb4YfJfdHg1vI7SaeuYdLKZCRfyMfN8kokX8jHpJXJevVaMvCuQyIiIltgzZYL+2BbOran5upt09x56OEhw8Ix3TFl1SGoBTHhqloMrxHk64VPxvZw27sOZ246gcLSCsj9fTD/wa6ODoeInMWWF4HSG4B/KHDffx0dDbkwJlsuKqewFF8amTqcPKiNdOdhTcvvAMDj/Vvh/+6NdusRraSMq8hRlKFJiJ+jQyEiZ3J6B1CUBQQ3c3Qk5OI4jeiCEtNyMfDDJKP7pq0+isQ07WjX0E4ROPDGELz3QBe942QAliT0wjuju7h1okVERGRrTLZcTGJaLp5ZdQiVauONSAtKlJiy6pBewuXn7YmOEcHSc08Z8PUTMbiXxfBEREQ2x2TLhZQpVXh1w3EIt/Ks2MhG2PDsAJycNxwbnh0gdYRXC8DrG1NQplSJz6vceTjn/s5uW59FRERkb0y2XMiW41koKFECqHkJnvziCmw8ctngzsMgXy88EtPSYV8DERGRu2GBvAsoKKnA27+m4ZdjWdI2c5bg+b+fThqc65OxPVijRUREZEdMtpzcwu2nsKRK81HAsiV4NJYm9OL0IRERkZ1xGtGJmUq0AMuW4AHEOw/jWRBPRERkd0y2nFRBSYVBohXVRHtHoblL8Hh5AMt45yEREZHDcBrRSb2/LV3veWxkIyxJ6IU7PtyNGyVKaQmeqbHtEd00BOnZCixNOqPXJd7fS4a/Zt2NBgE+9g7fpdzfoxkKS5SQ31reiIgIAND1IaC0APBv4OhIyMXJBEEw3rDJxSgUCsjlchQWFiIkxHTdkqvo9/5O5CrKpecbnh2AmNZhSEzLlZbgqY4MYi8t1mgRERFZnyV5B6cRnZSmR5aGpiBeswRPWKDp0aogXy8mWkRERE6C04hOys/bE4WlldLzjGwFYlqHARATrkEdhuDXlGysP3wJf5/LBwCE+HlhZnw0HujZnO0diIiInASTLSdQplRhy/Es7M64isJSJeT+3rgtLEBvGnFJ0hl8M6GP1FvLz9sTD/Zsjq0p2t5bb93XGWN6t7B7/ERERGQaky0H25aSjVc2HEdJhara42oqiA8N8MZI3nFYK0MW7cFVRTkah/hi94y7HB0OETmLz2OAohwguAnwwiFHR0MujMmWA83ZfAIrD/5r9vFJp67p3W2oIQOwYEx3Th3WUkm5CjfLKxFUzh8HItJRUQxUFAEVwTUfS1QN/nZxkAeW7MfRS4VG98kA3Bbmj4v5pTWex8/bA5+PZ2d4IiIiZ8VkywGeXplsMtECAAHAxfxStNJJuGJaheJ0bhFKKlTwkAGNQ/zwzJ1t8UhMS45oEREROTEmW3a27tC/SEy/anRfsJ8XWjcMwIkr4pI7/+qMbDUK9sWG5263S4xERERkPeyzZUfbUrLx2oYTJvcXlVUiNUuBrs3Fnlq6fUsLS5U2jo6IiIhsgSNbdrI1JRvPrz4iPY+NbIRpse0R1TQEGdkKLLl1Z6FaAC5cLzF4vdyfS8kQERG5Io5s2UFiWi6mrT4ijVTFRjbCNxP6IKZ1GIJ8vRDTOgzfTOiD2MhGAMQRrqriolkAT0RE5IqYbNlYmVKlN6IFANNi20vNSTU8PGSYGtve6DkCfTzZQ4uIiMhFMdmysak/HEZ5pVpvm2adw6qiTWxfyB5aRERELos1WzZUUFKB3RmGTUh11znUlZ6tMNg2of9tiOeolk2990AXlCnV8PPm3x5EpGPkJ0BlKeDl7+hIyMUx2bIBzVqH/92VKW1rEuKHHEUZAMN1DgFArRawNOmM3nl6tpRj3uiu9gnajbEejoiMirzH0RFQPcFky8oS03Lx2objuFGi36ohR1EGGcR2DjWtcwgAQ6MbY9mEPvYNnoiIiKyOyZYVJablYsqqQ1ALxvfrbja1ziEALBjTFY/E3Gb9AImIiMjumGxZSZlShdc2HJcSLVN9tABII1zGLE3oxRotOztxuRAVKjV8PD3QtYXc0eEQkbPIOgqolICnN9Csp6OjIRfGZMtKNh25LE0davpoaWqyNH20Jq1MRtKpaxAAjO3TEoUlShw8fx0Ft143oF1DJloO8PT/DiFHUYYmIX44OCvO0eEQkbP4MQEoygKCmwEz0h0dDbkw3n5lBYlpuZjzS6r03Jw+WheuF6O8UiUlWgDwxaO9bB8sERER2RVHtupIswyP7rSgOX20/j6Xr7dvWmx7NAjwsUWIRERE5EAc2aqDbUYSLUDso2WMsT5aMoiJ1qvDI60fIBERETkcR7ZqoUypwge/peO7AxeN7jenj1aInxdGdG2KmSOiOKJFRERUjzHZstDWlGy8sv4YSpXaJXiimgTj9XsiMX3dcRSUKGvsoxUW6IMDbwzhEjxERERugMmWBRZuP4UlVbq8A0BGThFeXnccj/ZrhS/2nIFaMN1Hy0MGfPhQNyZaREREboI1W2bafPSy0URL40aJEl/sOYPn7mqPsEDj04LenjJ89XgMhnbi8jBERETugiNbZtiako2X1h6XnptqWKoWgB//+Re7ZwzG1hPZ+L+fTuqd5+1RXZhoERERuRmObNVgW0o2pq0+Ij3XNCyNaR2GIF8vqWFpbGQjAEB+cQV2pl9Fx4hgvfOEBfrggZ7N7Ro7EREROR5Htqqh6aGlq7qGpZoarZ1puSivVEn7ZWCdljPbOWMwBEGATCar+WAich/P/wMIAsD/G6iOmGyZkJiWa7SHljkNS3WX4JEBWJzQi9OHTizIlz8GRGSEb3DNxxCZgdOIRmgWlTa2WLQ5DUt1E60lCb1wL9c7JCIicltMtozYcjxLWlS6qiVJZ6BW66dhVRuWAkBogDe+fiKGC0sTERG5Oc6fGLE746rBtmA/LxSVVdbYsBQAHu9/G/7v3k6s0XIRy/edQ1FZJYL9vDB5UFtHh0NEzuLAYqC8SJxOvP15R0dDLozJlhGFpYajWq0bBiA1S1Ftw1KA6xy6ouX7ziNHUYYmIX5MtohI668lQFEWENyMyRbVCacRjZD7e0uPg/3EfPTEFQU6NwuRnhvz6djuTLSIiIhID5MtI4ZENZYet24YAE2nhxNXFCgqqzT6miUJvTC6Zwt7hEdEREQuhMmWEfd1b4bQAHF0q6YRLRmApbzjkIiIiExgsmWEn7cnFozpXuOIlqaHFu84JCIiIlOYbJkwtFMEvno8xuSi0mGBPvj6iRiOaBEREVG1eDdiNYZ2isCgDkPwa0o2dqXnorBUCbm/N+KiIzCyW1O2diAiIqIaMdmqgZ+3J8b0boExvVn8TkRERJbjNCIRERGRDdUq2UpOTkZ8fDxCQ0MRGBiIvn37YvXq1RadQ61WY/HixejWrRv8/f3RqFEjPPLII8jMzKxNSES11qV5CHre1gBdmhtfZJyI3FTT7kCLPuJnojqQCYJgbL1lk/bs2YPhw4fDx8cH48aNg1wux6ZNm3D+/Hm89957mDVrllnneeaZZ7Bs2TJ06tQJ9957L3Jzc7F27Vr4+fnhwIED6NSpk0VfiEKhgFwuR2FhIUJC+EuTiIiIbMeSvMOiZKuyshJRUVG4fPky/vrrL/Ts2RMAUFRUhAEDBuDUqVNIS0tDhw4dqj1PUlIShgwZgkGDBiExMRG+vr4AgF27dmHo0KEYNGgQ9u7da25YAJhsERERkf1YkndYNI24e/dunD17FgkJCVKiBQDBwcGYPXs2KisrsWLFihrPs2zZMgDAu+++KyVaABAXF4fhw4fjjz/+wOnTpy0JjYiIiMgpWZRs7dmzBwAwbNgwg32abeaMSO3ZsweBgYG44447DPYNHz7c7PMQEREROTuLWj9oiteNTROGhoYiPDy8xgL34uJiZGdno0uXLvD0NOxTpTl3TecpLy9HeXm59FyhUNQYP5Exk1cm43pxBRoG+mD5hD6ODoeInMXqcUBJHhAQDiSscXQ05MIsGtkqLCwEAMjlcqP7Q0JCpGPqcg7d40yZP38+5HK59NGyZctqjycy5eQVBY7+W4CTV5iwE5GO7OPA5WTxM1EduGyfrZkzZ6KwsFD6uHTpkqNDIiIiIjJg0TSiZjTK1KiTpjK/rufQPc4UX19fveJ6IiIiImdk0chWdfVUN27cQF5eXo1tHwIDA9G0aVOcP38eKpXKYH91dWFERERErsaiZGvw4MEAgB07dhjs02zTHFPTeYqLi/Hnn38a7Nu+fbvZ5yEiIiJydhYlW3FxcWjbti1Wr16NY8eOSduLiorwzjvvwMvLCxMnTpS25+XlISMjA3l5eXrneeaZZwAAb775JioqKqTtu3btwvbt23HnnXeiY8eOtfhyiIiIiJyLRcmWl5cXli9fDrVajUGDBuGZZ57BK6+8gu7duyM1NRVz587VS5IWL16M6OhoLF68WO88sbGxmDx5Mvbt24eePXvitddew4QJE3DvvfciJCQEX3zxhXW+OiIiIiIHs/huxNjYWOzfvx8DBw7EunXrsHTpUjRs2BDff/89/u///s/s83z11Vf47LPPIJPJ8Nlnn2Hr1q2477778M8//1i8LiIRERGRs7J4IWpnVVhYiAYNGuDSpUtcG5EsMuSjPbhaVI7Gwb7Y/cpdjg6HiJzF5zHAzRwgqAnwwiFHR0NORqFQoGXLligoKKixg0K9SbYuX77MxqZERERkV5cuXUKLFi2qPabeJFtqtRpZWVkIDg6GTCYzeowmC+Xol3PhdXFevDbOi9fGefHaOCdrXxdBEFBUVIRmzZrBw6P6qiyLmpo6Mw8PjxozS42QkBD+ADghXhfnxWvjvHhtnBevjXOy5nWpafpQw2WX6yEiIiJyBUy2iIiIiGzIrZItX19fzJkzh2sqOhleF+fFa+O8eG2cF6+Nc3Lkdak3BfJEREREzsitRraIiIiI7I3JFhEREZENMdkiIiIisiEmW0REREQ25NLJVnJyMuLj4xEaGorAwED07dsXq1evtugcarUaixcvRrdu3eDv749GjRrhkUceQWZmpo2idg91vTb79+/HjBkz0Lt3bzRs2BB+fn6IiorC66+/joKCAtsF7gas8XOjS6lUokePHpDJZIiKirJipO7HWtemqKgIc+bMQZcuXRAQEIAGDRqgV69emDdvng2irv+scV0KCgrw1ltvoVu3bggODkZ4eDj69OmDxYsXo6yszEaR12/ff/89pkyZgpiYGPj6+kImk+G7776z+Dx2yQMEF5WUlCT4+PgIQUFBwuTJk4UZM2YIbdq0EQAI7733ntnnefrppwUAQqdOnYRXX31VeOKJJwRfX19BLpcLqampNvwK6i9rXJuIiAjB09NTGDx4sPDSSy8J06dPF3r27CkAENq1ayfk5uba+Kuon6z1c6Nr9uzZQmBgoABAiIyMtHLE7sNa1+bixYtCu3btBJlMJgwdOlR47bXXhBdffFG49957ha5du9rwK6ifrHFdbty4IbRt21YAIAwcOFCYMWOG8Pzzzwvt2rUTAAhDhgwRVCqVjb+S+qdVq1YCACE8PFx6vGLFCovPY488wCWTLaVSKbRr107w9fUVjhw5Im1XKBRC586dBS8vL+H06dM1nmf37t0CAGHQoEFCWVmZtH3nzp2CTCYT7rzzTpvEX59Z69p88MEHQlZWlt42tVotPPfccwIAYerUqVaPvb6z1rXRdfjwYcHLy0v47LPPmGzVgbWuTWVlpdCnTx/B399f2L17t9H3IfNZ67p8+OGHAgBh+vTpetvLy8uFPn36CACEvXv3Wj3++i4xMVG4cOGCIAiCMH/+/FolW/bKA1wy2dq+fbsAQHjyyScN9q1Zs0YAIMycObPG84wfP97kP/J77rlHACCcOnXKKjG7C2tdG1OysrIEAELnzp3rEqZbsva1KS8vF7p27SoMHDhQUKvVTLbqwFrXRnPs7NmzbRGm27HWdZkyZYoAQEhMTDTYN2vWLAGAsH79eqvE7K5qm2zZKw9wyZqtPXv2AACGDRtmsE+zbe/evWadJzAwEHfccYfBvuHDh5t9HtKy1rUxxdvbGwDg5VVv1lC3G2tfm7lz5yIzMxPffPMNZDKZVWJ0V9a6NmvXrgUAPPzww7h06RK+/PJLfPDBB1i/fj1u3rxpvYDdhLWuS+fOnQEAv//+u952pVKJnTt3wt/fHwMGDKhjtFQb9soDXPI3lqZorUOHDgb7QkNDER4eXmNhW3FxMbKzs9GlSxd4enoa7Necm4XylrHGtanOt99+C8D4f35UPWtem+TkZCxYsADvv/8+OnbsaNU43ZG1rs2hQ4cAiDeYTJ8+HeXl5dK+Ro0aYd26dbjrrrusE7QbsNZ1mTx5MlatWoVFixbh0KFD6NOnD8rLy/H777/jxo0bWL16NZo3b271+Kl69swDXHJkq7CwEAAgl8uN7g8JCZGOqcs5dI8j81jj2phy7NgxzJs3D40bN8Zrr71W6xjdlbWuTXl5OSZOnIiePXtixowZVo3RXVnr2ly9ehUA8MILL+Cll17CpUuXcO3aNXz22WcoLCzE6NGjkZ2dbb3A6zlrXRd/f3/s2bMHjz32GPbu3YuPPvoIn3/+Oc6ePYuEhAQMHDjQqnGTeeyZB7hkskXu5/z58xg5ciRUKhXWrFmD8PBwR4fktmbPno3MzEx8++23Rv8aJMdRq9UAgJEjR+KDDz5AixYtEB4ejhdeeAHTp09HYWEhvvnmGwdH6X7y8vIwdOhQHDx4EFu3bkVBQQFycnLw5ZdfYsWKFejXrx9u3Ljh6DDJhlwy2dJkoaayTYVCYTJTteQcuseReaxxbaq6ePEiYmNjce3aNWzYsAGxsbF1jtMdWePaHDlyBB9//DH+7//+D127drV6jO7KWj83mmPuv/9+g3333XcfAO1UI9XMWtfl5ZdfxoEDB7Bx40bEx8dDLpcjIiICTz/9NBYsWIBz587h008/tWboZAZ75gEumWxVN49648YN5OXlGZ1j1xUYGIimTZvi/PnzUKlUBvurm6sn06xxbXRduHABd911F7KysrBu3TqMHDnSarG6G2tcm5SUFKhUKsydOxcymUzvAwBOnToFmUyGBg0aWD3++sxaPzeRkZEAYPT7r9lWWlpa+0DdjLWuy9atWxEWFoZu3boZ7BsyZAgA4PDhw3WMlixlzzzAJZOtwYMHAwB27NhhsE+zTXNMTecpLi7Gn3/+abBv+/btZp+HtKx1bQBtonXlyhWsXbsWo0aNsl6gbsga16Zjx46YNGmS0Q9A/Atw0qRJeOKJJ6wcff1mrZ8bzS/utLQ0g32aba1bt65tmG7HWteloqICCoUCFRUVBvuuXbsGAPD19a1LqFRLdssD6tw8wgGUSqXQtm1bwdfXVzh69Ki0XbfRnG5fjGvXrgnp6enCtWvX9M6j28ysvLxc2s6mprVnrWtz/vx5oVWrVoKXl5ewceNGe4Vfr1nr2pgC9tmqNWtdm3Pnzgm+vr5C48aNhcuXL+udp0ePHgIAYefOnTb/euoLa12X4cOHCwCEN998U297WVmZtO/zzz+36ddS39XUZ8vReYBLJluCIH6DvL29haCgIOHpp5/WW0Lh3Xff1Tt2zpw5AgBhzpw5BueZPHkyl+uxMmtcG83SC/379xfmzJlj9IMsZ62fG2OYbNWNta6Nppt/w4YNhcmTJwvTpk0TWrduLQAQnnnmGTt9NfWHNa7L0aNHheDgYAGA0LdvX2H69OnCc889Jy3h07t3b6G0tNSOX1X9sGzZMmHChAnChAkThF69egkAhDvuuEPa9tNPP0nHOjoPcNlkSxAE4e+//xbuueceQS6XC/7+/kJMTIzw/fffGxxX3TdZpVIJn332mdC5c2fB19dXaNiwoTBmzBh2jq+jul4bADV+UO1Y4+fGGCZbdWeta/PLL78IgwYNEoKCggQ/Pz+hd+/ewtdff23j6Osva1yX06dPC08++aRw2223Cd7e3oK/v7/QtWtXYd68eUJxcbEdvor6Z8KECdX+jtC9Do7OA2SCIAh1n4wkIiIiImNcskCeiIiIyFUw2SIiIiKyISZbRERERDbEZIuIiIjIhphsEREREdkQky0iIiIiG2KyRURERGRDTLaIiIiIbIjJFhEREZENMdkiIiIisiEmW0REREQ2xGSLiIiIyIaYbBERERHZ0P8DCItfYPa7N0YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# k-Means clustering\n",
    "k = 2\n",
    "\n",
    "# Initialize cluster centers\n",
    "cluster_centers = [0.1, 0.2]\n",
    "\n",
    "# Initialize distance array\n",
    "distance = np.zeros((len(x), k))\n",
    "\n",
    "# Intercation\n",
    "max_iter = 10\n",
    "for iter_id in range(max_iter):\n",
    "    # Calculate distance between points to each center\n",
    "    for i in range(k):\n",
    "        distance[:,i] = np.abs(x - cluster_centers[i])\n",
    "\n",
    "    # Assign to closest centroid\n",
    "    cluster_idx = np.argmin(distance, axis=1)\n",
    "\n",
    "    # Display process\n",
    "    fig, ax = plt.subplots(figsize=(7,7))\n",
    "\n",
    "    # Display points close to center 1\n",
    "    ax.scatter(x[cluster_idx == 0], x[cluster_idx == 0], edgecolor=color_list[0], facecolor='white', linewidth=2, s=7**2)\n",
    "    ax.axvline(x=cluster_centers[0], color=color_list[0], linestyle='--', linewidth=2)\n",
    "\n",
    "    # Display points close to center 2\n",
    "    ax.scatter(x[cluster_idx == 1], x[cluster_idx == 1], edgecolor=color_list[1], facecolor='white', linewidth=2, s=7**2)\n",
    "    ax.axvline(x=cluster_centers[1], color=color_list[1], linestyle='--', linewidth=2)\n",
    "\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "    ax.set_title(f'Interation: {iter_id}, C1: {cluster_centers[0]:.2f}, C2: {cluster_centers[1]:.2f}', fontsize=label_size)\n",
    "\n",
    "    # plt.savefig(f'1D_data_iter{iter_id}.png', dpi=300) # Make figure clearer\n",
    "    plt.show()\n",
    "\n",
    "    # Update cluster centers\n",
    "    for i in range(k):\n",
    "        cluster_centers[i] = np.mean(x[cluster_idx == i])\n",
    "\n",
    "# Display process\n",
    "fig, ax = plt.subplots(figsize=(7,7))\n",
    "\n",
    "# Display points close to center 1\n",
    "ax.scatter(x[cluster_idx == 0], x[cluster_idx == 0], edgecolor=color_list[0], facecolor='white', linewidth=2, s=7**2)\n",
    "ax.axvline(x=cluster_centers[0], color=color_list[0], linestyle='--', linewidth=2)\n",
    "\n",
    "# Display points close to center 2\n",
    "ax.scatter(x[cluster_idx == 1], x[cluster_idx == 1], edgecolor=color_list[1], facecolor='white', linewidth=2, s=7**2)\n",
    "ax.axvline(x=cluster_centers[1], color=color_list[1], linestyle='--', linewidth=2)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "ax.set_title(f'Interation: {iter_id}, C1: {cluster_centers[0]:.2f}, C2: {cluster_centers[1]:.2f}', fontsize=label_size)\n",
    "\n",
    "# plt.savefig(f'1D_data_iter{iter_id}.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "30406c77-4a67-473c-86db-87400849dec4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the car number image\n",
    "image_carno = cv2.imread('D:\\\\BaiduNetdiskDownload\\\\HBPU-Machine-Learning-Course\\\\car_num.jpg')\n",
    "\n",
    "# Convert from BGR to RGB\n",
    "image_carno = cv2.cvtColor(image_carno, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# Display the image\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "img = ax.imshow(image_carno)\n",
    "plt.axis('off')  # Hide axes\n",
    "# plt.savefig('carno_base.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d9dbffe9-8c6e-47c1-8b8c-2bd082d79c70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Change image_carno into grey image\n",
    "image_carno_grey = cv2.cvtColor(image_carno, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# Display the image\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "img = ax.imshow(image_carno_grey, cmap='gray')\n",
    "plt.axis('off')  # Hide axes\n",
    "# plt.savefig('carno_grey.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6817a7cd-5495-4fc7-8e93-27924682e6a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 0: Updated centers [252.52434449  98.04481484 168.34920635], Prior centers [174.96778095 162.15566458 168.25225407]\n",
      "Iteration 1: Updated centers [252.97486245  95.72311234 173.22768918], Prior centers [252.52434449  98.04481484 168.34920635]\n",
      "Iteration 2: Updated centers [253.0223083   95.7647461  176.31081946], Prior centers [252.97486245  95.72311234 173.22768918]\n",
      "Iteration 3: Updated centers [253.03323034  95.83860661 177.71492777], Prior centers [253.0223083   95.7647461  176.31081946]\n",
      "Iteration 4: Updated centers [253.04805591  95.83860661 178.54582549], Prior centers [253.03323034  95.83860661 177.71492777]\n",
      "Iteration 5: Updated centers [253.04805591  95.87050181 178.87440683], Prior centers [253.04805591  95.83860661 178.54582549]\n",
      "Iteration 6: Updated centers [253.04805591  95.87050181 178.87440683], Prior centers [253.04805591  95.87050181 178.87440683]\n",
      "Stop after iteration 6, time consumption is 0.06043887138366699\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reshape image_carno_grey into a 1-D vector\n",
    "x = image_carno_grey.reshape(-1)\n",
    "\n",
    "# Using k-Means to separate background and foreground by pixels\n",
    "k = 3\n",
    "\n",
    "# Initialize cluster centers\n",
    "cluster_centers = np.random.rand(k) * 255\n",
    "start_centers = cluster_centers.copy()\n",
    "\n",
    "# Initialize distance array\n",
    "distance = np.zeros((len(x), k))\n",
    "\n",
    "# Intercation\n",
    "start_time = time.time()\n",
    "max_iter = 1000\n",
    "for iter_id in range(max_iter):\n",
    "    # Calculate distance between points to each center\n",
    "    for i in range(k):\n",
    "        distance[:,i] = np.abs(x - cluster_centers[i])\n",
    "\n",
    "    # Assign to closest centroid\n",
    "    cluster_idx = np.argmin(distance, axis=1)\n",
    "\n",
    "    # Update cluster centers\n",
    "    cluster_centers_prior = cluster_centers.copy()\n",
    "    for i in range(k):\n",
    "        cluster_centers[i] = np.mean(x[cluster_idx == i])\n",
    "\n",
    "    # Check if cluster_centers are stable enough to stop training\n",
    "    print(f'Iteration {iter_id}: Updated centers {cluster_centers}, Prior centers {cluster_centers_prior}')\n",
    "    if np.sum(np.abs(cluster_centers-cluster_centers_prior)) == 0:\n",
    "        break\n",
    "\n",
    "    cluster_centers_prior = cluster_centers\n",
    "\n",
    "end_time = time.time()\n",
    "print(f'Stop after iteration {iter_id}, time consumption is {end_time-start_time}')\n",
    "\n",
    "# Generate segmentation mask\n",
    "carno_mask_pixel = np.zeros_like(cluster_idx)\n",
    "low_value_cluster = np.argmin(cluster_centers)\n",
    "carno_mask_pixel[cluster_idx != low_value_cluster] = 1 # Set pixels with higher grey value to 1\n",
    "carno_mask_pixel = carno_mask_pixel.reshape(image_carno_grey.shape)\n",
    "\n",
    "# Display the mask\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "img = ax.imshow(carno_mask_pixel, cmap='gray')\n",
    "ax.set_title(f'Final Centers: {cluster_centers}, Iteration: {iter_id}', fontsize=label_size)\n",
    "plt.axis('off')  # Hide axes\n",
    "# plt.savefig('carno_mask_pixel_2.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf907e27-bd20-4c49-9ed3-e95393ad5562",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the car number image\n",
    "image_bmwk = cv2.imread('D:\\\\BaiduNetdiskDownload\\HBPU-Machine-Learning-Course\\\\bmwk.png')\n",
    "\n",
    "# Convert from BGR to RGB\n",
    "image_bmwk_rgb = cv2.cvtColor(image_bmwk, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "x_r = image_bmwk_rgb[:, :, 0].reshape(-1) # Store colors in red channel\n",
    "x_g = image_bmwk_rgb[:, :, 1].reshape(-1) # Store colors in green channel\n",
    "x_b = image_bmwk_rgb[:, :, 2].reshape(-1) # Store colors in blue channel\n",
    "\n",
    "# Display the image with no margin\n",
    "plt.figure(figsize=(image_bmwk_rgb.shape[1]/100, image_bmwk_rgb.shape[0]/100))  # Convert pixels to inches\n",
    "plt.imshow(image_bmwk_rgb)\n",
    "plt.axis('off')  # Hide axes\n",
    "plt.subplots_adjust(left=0, right=1, top=1, bottom=0)  # Remove margins\n",
    "plt.show()\n",
    "# Compute image storing buffer\n",
    "image_buffer = x_r.size * 3  # 3 channels (R, G, B) for each pixel\n",
    "print(f\"Image buffer size: {image_buffer} bytes\")\n",
    "# Calculate image size in megabytes (MB)\n",
    "image_size_mb = image_buffer / (1024 * 1024)\n",
    "print(f\"Image size: {image_size_mb:.2f} MB\")\n",
    "\n",
    "# Calculate image dimensions\n",
    "height, width = image_bmwk_rgb.shape[:2]\n",
    "print(f\"Image dimensions: {width}x{height} pixels\")\n",
    "\n",
    "# Calculate total number of pixels\n",
    "total_pixels = height * width\n",
    "print(f\"Total number of pixels: {total_pixels}\")\n",
    "\n",
    "# Calculate bits per pixel\n",
    "bits_per_pixel = (image_buffer * 8) / total_pixels\n",
    "print(f\"Bits per pixel: {bits_per_pixel:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d951733c-9832-40bd-9046-e410c2843de0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def KMeansImage(img, k):\n",
    "    # Get image size\n",
    "    w, h, c = img.shape\n",
    "\n",
    "    # Reshape image along channel\n",
    "    x = np.reshape(img, (w * h, c))\n",
    "\n",
    "    # Train k-Means model\n",
    "    mdl_km = KMeans(n_clusters=k, n_init='auto')\n",
    "    mdl_km.fit(x)\n",
    "\n",
    "    # Predict labels of each pixels\n",
    "    labels = mdl_km.predict(x).reshape(w, h)\n",
    "\n",
    "    # Get centers\n",
    "    center_colors = mdl_km.cluster_centers_ / 255.0\n",
    "\n",
    "    # Use center colors to generate compressed image\n",
    "    img_comp = np.zeros((w, h, c))\n",
    "    for i in range(w):\n",
    "        for j in range(h):\n",
    "            img_comp[i][j] = center_colors[labels[i][j]]\n",
    "    return img_comp, center_colors\n",
    "\n",
    "claster_num = [4, 8, 16, 32, 64, 128]\n",
    "for k in claster_num:\n",
    "    img_comp, center_colors = KMeansImage(image_bmwk_rgb, k)\n",
    "\n",
    "    # Display center colors\n",
    "    fig, ax = plt.subplots(figsize=(16,1))\n",
    "    ax.imshow([center_colors])\n",
    "    plt.axis('off')\n",
    "    # plt.savefig(f'bmwk_center_{k}.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "     # Display compressed image\n",
    "    plt.figure(figsize=(image_bmwk_rgb.shape[1]/100, image_bmwk_rgb.shape[0]/100))  # Convert pixels to inches\n",
    "    plt.imshow(img_comp)\n",
    "    plt.axis('off')\n",
    "    plt.subplots_adjust(left=0, right=1, top=1, bottom=0)  # Remove margins\n",
    "    # plt.savefig(f'bmwk_comp_{k}.png', format='png', bbox_inches='tight', pad_inches=0)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1777875-f4a6-4684-97c2-ed6f7c899e15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using make_blobs to generate data of ten clustering\n",
    "X_mb, y_mb = make_blobs(n_samples=500, n_features=3, centers=7, random_state=45)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.scatter(X_mb[:, 0], X_mb[:, 1], marker=\"o\", c=y_mb, s=10**2, edgecolor=\"k\")\n",
    "plt.axis('off')\n",
    "# plt.savefig(f'make_blobs_base.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9030d2d-0a1f-42f8-96ec-9e0b7a102cab",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Display clustering result of k = 2,3,4\n",
    "k_disp = [2,3,4]\n",
    "for k in k_disp:\n",
    "    mdl_km = mdl_km_list[k-2]\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(10,10))\n",
    "    ax.scatter(X_mb[:, 0], X_mb[:, 1], marker=\"o\", c=mdl_km_list[k-2].labels_, s=10**2, edgecolor=\"k\")\n",
    "    ax.set_title(f'Number of clusters (k): {k}', fontsize=label_size)\n",
    "    plt.axis('off')\n",
    "\n",
    "    # plt.savefig(f'make_blobs_{k}.png', dpi=300)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56fea376-8722-4d0d-b28a-da08c9d37e65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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